ACM DL

ACM Transactions on

Mathematical Software (TOMS)

Menu
Latest Articles

A Distributed-Memory Package for Dense Hierarchically Semi-Separable Matrix Computations Using Randomization

We present a distributed-memory library for computations with dense structured matrices. A matrix is... (more)

Matslise 2.0

The Matslise 2.0 software package is a thorough revision of the successful Matlab package Matslise of 2005. The package can be used to compute the eigenvalues and eigenfunctions of regular and some important classes of singular self-adjoint Sturm-Liouville boundary value problems. The code uses new or improved algorithms, offers some new features,... (more)

An Experimental Exploration of Marsaglia's xorshift Generators, Scrambled

Marsaglia proposed xorshift generators are a class of very fast, good-quality pseudorandom number generators. Subsequent analysis by Panneton and... (more)

Manycore Algorithms for Batch Scalar and Block Tridiagonal Solvers

Engineering, scientific, and financial applications often require the simultaneous solution of a large number of independent tridiagonal systems of... (more)

Discrete Wavelet Transforms in the Large Time-Frequency Analysis Toolbox for MATLAB/GNU Octave

The discrete wavelet transform module is a recent addition to the Large Time-Frequency Analysis... (more)

Algorithm 963

We describe the implementation of a parameter estimation method suitable for models commonly used in quantitative finance. The Continuum-Generalized Method of Moments (CGMM) is a Generalized Method of Moments (GMM) type of methodology that applies a continuum of moment conditions to achieve the efficiency of a Maximum Likelihood method. Instead of... (more)

Algorithm 964

A simple and efficient algorithm to numerically compute the genus of surfaces of three-dimensional objects using the Euler characteristic formula is presented. The algorithm applies to objects obtained by thresholding a scalar field in a structured-collocated grid and does not require any triangulation of the data. This makes the algorithm fast,... (more)

NEWS

 

New ACM TOMS Editor-in-Chief

Call for Nominations

Mike Heroux's term as EiC of ACM TOMS is coming to an end and nominations, including self-nominations, are invited for a three-year term as TOMS EiC to begin on March 1, 2017.

The nomination procedure is now available. The closing date for applications is September 15, 2016.

The ACM TOMS Replicated Computational Results (RCR) Initiative.

ACM TOMS has introduced a new initiative to optionally review the computationals results of a TOMS submission. This new effort is intended to assist in improving the quality of scientific publication for TOMS and for the computational science community as a whole. Manuscripts that successfully complete the RCR Review process receive the RCR designation when published. If you are interested in participating in this initiative, either as an author or reviewer, please contact the TOMS Editor-in-Chief. Details of the TOMS RCR Initiative are available here.


New options for ACM authors to manage rights and permissions for their work

ACM introduces a new publishing license agreement, an updated copyright transfer agreement, and a new author-pays option which allows for perpetual open access through the ACM Digital Library. For more information, visit the ACM Author Rights webpage.

 

Forthcoming Articles
General Template Units for the Finite Volume Method in Box-shaped Domains

In this work we develop an extension of the Curiously Recurring Template Pattern which allows us to organize three related concepts in a class hierarchy. Generalizations, specializations and special procedures are the concepts we use to define and implement several tools. We call these tools general template units, because are well defined building blocks (units) for numerically solving partial differential equations; are based on the use of templates of the C++ language; and can be applied in the solution of different kind of problems. We focus on the solution of PDEs using the Finite Volume Method (FVM) in box-shaped domains. The three concepts mentioned above are intensively used to generate optimized codes for each case study. The convenience of our approach is highlighted in the numerical solutions of the examples, including laminar thermal convection, turbulent thermal convection, and a two-phase flow model in porous media, all of them in one, two and three dimensions. The ideas explained in this work are quite simple but powerful in solving fluid dynamics problems. The techniques developed in this work, allow us to swap easily between numerical schemes for computing the coefficients obtained by applying the FVM.

Algorithm XXX: A Practical Iterative Algorithm for the Art Gallery Problem using Integer Linear Programming

In the last decades, the search for exact algorithms for NP-hard geometric problems has intensified. Many of these solutions use Integer Linear Programming (ILP) modeling and rely on state of the art solvers to find optimal solutions for large instances, in a matter of minutes. Here, we discuss an ILP based algorithm that solves to optimality the Art Gallery Problem (AGP), one of the most studied problems in Computational Geometry. The basic idea of our method is to iteratively generate upper and lower bounds through the resolution of discretized versions of the AGP, which are reduced to instances of the Set Cover Problem. Our algorithm was implemented and tested on almost 3000 instances and attained optimal solutions for the vast majority of them, greatly increasing the set of instances for which exact solutions are known. To our knowledge, in spite of the extensive study of the AGP, no other algorithm has shown the ability to solve the AGP as effectively and efficiently as the one described here. Evidence of its robustness is presented through tests done on a number of classes of polygons of various sizes with and without holes. A sofware implementing the algorithm is made available.

Stability and Performance of Various Singular Value QR Implementations on Multicore CPU with a GPU

To orthonormalize a set of dense vectors, Singular Value QR (SVQR) requires only one global reduction between the parallel processing units, and uses BLAS-3 kernels to perform most of its local computation. As a result, compared to other orthogonalization schemes, SVQR obtains superior performance on many of the current computers. In this paper, we study the stability and performance of various SVQR implementations on multicore CPUs with a GPU, focusing on the dense triangular solve, which performs half of the total floating-point operations in SVQR. As a part of this study, we examine its adaptive mixed-precision variant that decides if a lower-precision arithmetic can be used for the triangular solution at runtime without increasing the order of its orthogonality error. Since the backward error of this adaptive mixed-precision variant is significantly greater than that of the standard SVQR, we study its effects on the solution convergence of several subspace projection methods for solving a linear system of equations and for computing singular values or eigenvalues of a sparse matrix. Our experimental results indicate that in some cases, the convergence rate of the solver may not be affected by the larger backward errors, while reducing the time to solution.

Systematic Alias Sampling: an efficient and low-variance way to sample from a discrete distribution

In this paper we combine the Alias method with the concept of systematic sampling, a method commonly used in particle filters for efficient low-variance resampling. The proposed method allows very fast sampling from a discrete distribution: drawing $k$ samples is up to an order of magnitude faster than binary search from the cumulative distribution function (cdf) or inversion methods used in many libraries. The produced empirical distribution function is evaluated using a modified Cramér-Von Mises goodness-of-fit statistic, showing that the method compares very favourably to multinomial sampling. As continuous distributions can often be approximated with discrete ones, the proposed method can be used as a very general way to efficiently produce random samples for particle filter proposal distributions, e.g. for motion models in robotics.

ADiJaC  Automatic Differentiation of Java Classfiles

This work presents the current design and implementation of ADiJaC, an automatic differentiation tool for Java classfiles. ADiJaC uses source code transformation to generate derivative codes in both the forward and the reverse modes of automatic differentiation. We describe the overall architecture of the tool and present various details and examples for each of the two modes of differentiation. We emphasize the enhancements that have been made over previous versions of ADiJaC and illustrate their influence on the generality of the tool and on the performance of the generated derivative codes. The ADiJaC tool has been used to generate derivatives for a variety of problems, including real-world applications. We evaluate the performance of such codes and compare it to derivatives generated by Tapenade, a well-established automatic differentiation tool for Fortran and C/C++. Additionally, we present more detailed performance analyses of two real-world applications. Apart from being the only general-purpose automatic differentiation tool for Java bytecode, we argue that ADiJaC's features and performance are comparable to those of similar mature tools for other programming languages such as C/C++ or Fortran.

A note on performance profiles for benchmarking software

In recent years, performance profiles have become a popular and widely used tool for benchmarking and evaluating the performance of several solvers when run on a large test set. Here we use data from a real application as well as a simple artificial example to illustrate that caution should be exercised when trying to interpret performance profiles to assess the relative performance of the solvers.

Pipelined Iterative Solvers with Kernel Fusion for Graphics Processing Units

We revisit the implementation of iterative solvers on discrete graphics processing units and demonstrate the benefit of implementations using extensive kernel fusion for pipelined formulations over conventional implementations of classical formulations. The proposed implementations with both CUDA and OpenCL are freely available in ViennaCL and are shown to be competitive with or even superior to other solver packages for graphics processing units. Highest performance gains are obtained for small to medium-sized systems, while our implementations are on par with vendor-tuned implementations for very large systems. Our results are especially beneficial for transient problems, where many small to medium-sized systems instead of a single big system need to be solved.

IEEE754 precision-$k$ base-$\beta$ arithmetic inherited by precision-$m$ base-$\beta$ arithmetic for $k<m$

Suppose an $m$-digit floating-point arithmetic in base $\beta\ge 2$ following the IEEE754 arithmetic standard is available. We show how a $k$-digit arithmetic with $k<m$ can be inherited solely using $m$-digit operations. This includes the rounding into $k$ digits, the four basic operations and the square root, all for even or odd base $\beta$. In particular, we characterize the relation between $k$ and $m$ so that no double rounding occurs when computing in $m$ digits and rounding the result into $k$ digits. We discuss rounding to nearest as well as directed rounding, and our approach covers exceptional values including signed zero. For binary arithmetic, a Matlab toolbox based on binary64 including $k$-bit scalar, vector and matrix operations as well as $k$-bit interval arithmetic is part of Version 8 of INTLAB, the Matlab toolbox for reliable computing.

RIDC Methods: Software for Parallel-Time Integration

Revisionist integral deferred correction (RIDC) methods are a family of parallel--in--time methods to solve systems of initial values problems. The approach is able to bootstrap lower order time integrators to provide high order approximations in approximately the same wall clock time, hence providing a multiplicative increase in the number of compute cores utilized. Here we provide a C++ framework which automatically produces a parallel--in--time solution of a system of initial value problems given user supplied code for the right hand side of the system and a sequential code for a first-order time step. The user supplied time step routine may be explicit or implicit and may make use of any auxiliary libraries which take care of the solution of any nonlinear algebraic systems which may arise or the numerical linear algebra required. The code contains six examples of increasing complexity which also serve as templates to solve user defined problems.

Analytical Modeling is Enough for High Performance BLIS

We show how the BLAS-like Library Instantiation Software (BLIS) framework, which provides a more detailed layering of the GotoBLAS (now maintained as OpenBLAS) implementation, allows one to analytically determine optimal tuning parameters for high-end instantiations of the matrix-matrix multiplication. This is of both practical and scientific importance, as it greatly reduces the development effort required for the implementation of the level-3 BLAS while also advancing our understanding of how hierarchically layered memories interact with high performance software. This allows the community to move on from valuable engineering solutions (empirically autotuning) to scientific understanding (analytical insight).

Algorithm xxx: DISODE45: A Matlab Runge-Kutta solver for Piecewise Smooth IVPs of Filippov type

In this paper an adaptive Runge-Kutta code, based on the DOPRI5(4) pair, for solving Initial Value Problems for differential systems with Piecewise Smooth solutions (PWS) is presented and the algorithms used in the code are described. The code automatically detects and locate accurately the switching points of the PWS, restarting the integration after each discontinuity. Further, in the case of Filippov systems, algorithms to handle properly sliding mode regimes in an automatic way are included. The code requires from the user a description of the IVP and the functions defining the hypersurfaces where the switching points are located, and it gives the discrete approximated solution together with the switching points. Several numerical experiments are presented to illustrate the reliability and efficiency of the code.

Parallel Memory Efficient Adaptive Mesh Refinement on Structured Triangular Meshes with Billions of Grid Cells

We present sam(oa)², a software package for dynamically adaptive, parallel solution of 2D partial differential equations on triangular grids created via newest vertex bisection. Using an element-oriented data view suitable for local operators, an element order imposed by the Sierpinski space-filling curve provides an algorithm for grid generation, refinement and traversal that is inherently memory efficient. Based purely on stack and stream data structures, it completely avoids random memory access. Scenarios are implemented based on control loops and event hooks, which hide the complexity of the underlying traversal scheme. Two case studies are presented: Two-phase flow in heterogeneous porous media and tsunami wave propagation, demonstrated on the Tohoku tsunami 2011 in Japan. sam(oa)² features hybrid MPI+OpenMP parallelization based on the Sierpinski order induced on the elements. Sections defined by contiguous grid cells define atomic tasks for OpenMP work sharing and stealing, as well as for migration of grid cells between MPI processes. Using optimized communication and load balancing algorithms, sam(oa)² achieves 88% strong scaling efficiency on 512 cores and 92% efficiency in a weak scaling test on 8192 cores with 10 billion elements - all tests including adaptive mesh refinement and load balancing in each time step.

An efficient representation format for fuzzy intervals based on symmetric membership functions

This paper proposes a novel implementation of fuzzy arithmetics that exploits both fuzzy intervals and hardware specificities. First, we propose and evaluate the benefit of an alternative representation format to the traditional lower-upper and midpoint-radius representation formats for intervals. Thanks to the proposed formats, we show that it is possible to halve the number of operations and memory requirements compared to conventional methods. Then, we show that operations on fuzzy intervals are sensitive to hardware specificities of accelerators such as GPU. These include static rounding, memory usage, instruction level parallelism (ILP) and thread-level parallelism (TLP). We develop a library of fuzzy arithmetic operations in CUDA and C++ over several formats. The proposed library is evaluated using compute-bound and memory-bound benchmarks on Nvidia GPUs, and shows a performance gain of 2 to 20 over traditional approaches.

Algorithm xxx: A Distributed Memory Fast Multipole Method for Volume Potentials

The solution of a constant-coefficient elliptic partial differential equation (PDE) can be computed using an integral transform: a convolution with the fundamental solution of the PDE, also known as a volume potential. We present a Fast Multipole Method (FMM) for computing volume potentials and use them to construct spatially-adaptive solvers for the Poisson, Stokes and Helmholtz problems. Conventional N-body methods apply to discrete particle interactions. With volume potentials, one replaces the sums with volume integrals. In this paper, we discuss the efficient implementation of such an FMM. We use high-order piecewise Chebyshev polynomials and an octree data structure to represent the input and output fields, enable spectrally accurate approximation of the near field, and the kernel independent FMM (KIFMM) for the far field approximation. For distributed memory parallelism, we use space filling curves, locally essential trees, and a hypercube-like communication scheme developed previously in our group. We present new near and far interaction traversals which optimize cache usage and use vectorization, including the AVX instruction set to get over 50% of peak floating point performance. We use task parallelism to employ the Xeon Phi co-processors.

Implementing multifrontal sparse solvers for multicore architectures with Sequential Task Flow runtime systems

To face the advent of multicore processors and the ever increasing complexity of hardware architectures, programming models based on DAG parallelism regained popularity in the high performance, scientific computing community. Modern runtime systems offer a programming interface that complies with this paradigm and powerful engines for scheduling the tasks into which the application is decomposed. These tools have already proved their effectiveness on a number of dense linear algebra applications. This paper evaluates the usability and effectiveness of runtime systems based on the Sequential Task Flow model for complex applications, namely, sparse matrix multifrontal factorizations which feature extremely irregular workloads, with tasks of different granularities and characteristics and with a variable memory consumption. Most importantly, it shows how this parallel programming model eases the development of complex features that benefit the performance of sparse, direct solvers as well as their memory consumption. We illustrate our discussion with the multifrontal QR factorization running on top of the StarPU runtime system.

\texttt{PSelInv}--A Distributed Memory Parallel Algorithm for Selected Inversion : the Symmetric Case

We describe an efficient parallel implementation of the selected inversion algorithm for distributed memory computer systems, which we call \texttt{PSelInv}. The \texttt{PSelInv} method computes selected elements of a general sparse matrix $A$ that can be decomposed as $A = LU$, where $L$ is lower triangular and $U$ is upper triangular. The implementation described in this paper focuses on the case of sparse symmetric matrices. It contains an interface that is compatible with the distributed memory parallel sparse direct factorization \texttt{SuperLU\_DIST}. However, the underlying data structure and design of \texttt{PSelInv} allows it to be easily combined with other factorization routines such as \texttt{PARDISO}. We discuss general parallelization strategies such as data and task distribution schemes. In particular, we describe how to exploit the concurrency exposed by the elimination tree associated with the $LU$ factorization of $A$. We demonstrate the efficiency and accuracy of \texttt{PSelInv} by presenting a number of numerical experiments. In particular, we show that \texttt{PSelInv} can run efficiently on more than $4,000$ cores for a modestly sized matrix. We also demonstrate how \texttt{PSelInv} can be used to accelerate large-scale electronic structure calculations.

Modular SIMD arithmetic in Mathemagix

Modular integer arithmetic occurs in many algorithms for computer algebra, cryptography, and error correcting codes. Although recent microprocessors typically offer a wide range of highly optimized arithmetic functions, modular integer operations still require dedicated implementations. In this article, we survey existing algorithms for modular integer arithmetic, and present detailed vectorized counterparts. We also present several applications, such as fast modular Fourier transforms and multiplication of integer polynomials and matrices. The vectorized algorithms have been implemented in C++ inside the free computer algebra and analysis system Mathemagix. The performance of our implementation is illustrated by various benchmarks.

A High Performance QDWH-SVD Solver using Hardware Accelerators

This paper describes a new high performance implementation of the QR-based Dynamically Weighted Halley Singular Value Decomposition (QDWH-SVD) solver on multicore architecture enhanced with multiple GPUs. The standard QDWH-SVD algorithm was introduced by Nakatsukasa and Higham (SIAM SISC, 2013) and combines three successive computational stages: (1) the polar decomposition calculation using the QDWH algorithm, (2) the symmetric eigendecomposition of the resulting polar factor to obtain the singular values and the right singular vectors and (3) the matrix-matrix multiplication to get the associated left singular vectors. A comprehensive test suite highlights the numerical robustness of the QDWH-SVD solver. Although it performs up to two times more flops when computing all singular vectors compared to the standard SVD solver algorithm, our new high performance implementation results in up to 4x improvements for asymptotic matrix sizes, compared to the equivalent routines from existing state-of-the-art open-source and commercial libraries. However, when only singular values are needed, QDWH-SVD is penalized by performing up to 14 times more flops but can still run up to 18% faster than the best existing equivalent routines. Integrating mixed precision techniques in the solver can additionally provide up to 40% improvement at the price of losing few digits of accuracy.

On BLAS Level-3 Implementations of Common Solvers for (Quasi-) Triangular Generalized Lyapunov Equations

The solutions of Lyapunov and generalized Lyapunov equations are a key player in many applications in systems and control theory. Their stable numerical computation, when the full solution is sought, is considered solved since the seminal work of Bartels and Stewart. A number of variants of their algorithm have been proposed, but none of them goes beyond BLAS level-2 style implementation. On modern computers, however, the formulation of level-3 BLAS type implementations is crucial to enable optimal usage of cache hierarchies and modern block scheduling methods based on directed acyclic graphs describing the interdependence of single block computations. Our contribution closes this gap by a transformation of the aforementioned level-2 variants to level-3 versions and a comparison on a standard multicore machine.

Topology-oriented Incremental Algorithm for the Robust Construction of the Voronoi Diagrams of Disks

The Voronoi diagram of circles in R^2 is important on its own and for its extension to that of spherical balls in R^3. However, its robust computation has remained as a challenge. In this paper, we propose a new algorithm, a topology-oriented robust algorithm which incrementally computes the Voronoi diagram by adding a new circle generator to an existing one. A benchmark using a large data set including highly degenerate cases shows that the proposed algorithm is significantly superior to CGAL from the perspectives of accuracy of both solution, computational efficiency, and algorithmic robustness. The idea of the proposed algorithm can be easily extended to its three-dimensional counterpart which has critical applications for biotechnology, material science, etc.

GPU-accelerated generation of correctly-rounded elementary functions

The IEEE 754-2008 standard recommends the correct rounding of some elementary functions. This requires to solve the Table Makers Dilemma which implies a huge amount of CPU computation time. We consider in this paper accelerating such computations, namely Lefèvre algorithm on Graphics Processing Units (GPUs) which are massively parallel architectures with a partial SIMD execution (Single Instruction Multiple Data). We first propose an analysis of the Lefèvre hard-to-round argument search using the concept of continued fractions. We then propose a new parallel search algorithm much more efficient on GPU thanks to its more regular control flow. We also present an efficient hybrid CPU-GPU deployment of the generation of the polynomial approximations required in Lefèvre algorithm. In the end, we manage to obtain overall speedups up to 53.4x on one GPU over a sequential CPU execution, and up to 7.1x over a multi-core CPU, which enable a much faster solving of the Table Makers Dilemma for the double precision format.

Algorithm xxx: Computation of the incomplete gamma function for negative values of the argument

An algorithm for computing the incomplete gamma function $\gamma^*(a,z)$ for real values of the parameter a and negative real values of the argument z is presented. The algorithm combines the use of series expansions, Poincare-type expansions, uniform asymptotic expansions and recurrence relations, depending on the parameter region. A relative accuracy $10^{-13}$ in the parameter region $(a,z) \in [-500,\,500] \times [-500,\,0)$ can be obtained when computing the function $\gamma^*(a,z)$ with the Fortran 90 module IncgamNEG implementing the algorithm.

A Nonlinear QR Algorithm for Banded Nonlinear Eigenvalue Problems

A variation of Kublanovskaya's nonlinear QR method for solving banded nonlinear eigenvalue problems is presented in this paper. The new method is iterative and specifically designed for problems too large to use dense linear algebra techniques. For the unstructurally banded nonlinear eigenvalue problem, a new data structure is used for storing the matrices to keep memory and computational costs low. In addition, an algorithm is presented for computing several nearby nonlinear eigenvalues to already computed ones. Finally, numerical examples are given to show the efficacy of the new methods, and the source code has been made publicly available.

A robust and scalable implementation of the Parks-McClellan algorithm for designing FIR filters

With a long history dating back to the beginning of the 1970s, the Parks-McClellan algorithm is probably the most well-known alternative for designing finite impulse response filters. Despite being a standard routine in many signal processing packages, it is possible to find practical design specifications where such codes fail to work. In this paper, we introduce a new implementation of this algorithm. It is based on three main ingredients: (1) a new heuristic initialization strategy that generally improves the convergence properties of the Parks-McClellan routine, (2) numerically stable barycentric Lagrange interpolation formulas, and (3) colleague matrix-based rootfinding algorithms. We argue that our approach is very robust in practice, even for hard to design problems. The result, an open source C++ library, is capable of constructing filters where the final degree is more than 50000, outperforming other implementations.

WorkStream -- a design pattern for multicore-enabled finite element computations

Many operations that need to be performed in modern finite element codes can be described as an operation that needs to be done independently on every cell, followed by a reduction of these local results into a global data structure. For example, matrix assembly, estimating discretization errors, or converting nodal values into data structures that can be output in visualization file formats all fall into this class of operations. Using this realization, we identify a software design pattern that we call WorkStream, and that can be used to model such operations and enables the use of multicore shared memory parallel processing. We also describe in detail how this design pattern can be efficiently implemented, and provide numerical scalability results from its use in the deal.II software library.

About TOMS

The purpose of the ACM Transactions on Mathematical Software (TOMS) is to communicate important research results addressing the development, evaluation and use of mathematical software...

READ MORE

Bibliometrics

Publication Years 1975-2016
Publication Count 1453
Citation Count 13221
Available for Download 1453
Downloads (6 weeks) 4571
Downloads (12 Months) 44490
Downloads (cumulative) 976474
Average downloads per article 672
Average citations per article 9
First Name Last Name Award
Vernon Austel ACM Gordon Bell Prize (2006)
David H Bailey ACM Gordon Bell Prize (2008)
Ronald Boisvert ACM Distinguished Member (2006)
Bruno Buchberger ACM Paris Kanellakis Theory and Practice Award (2007)
Edmond Chow ACM Gordon Bell Prize
Special Category (2009) ACM Gordon Bell Prize
Special Category (2009)
James Demmel ACM Paris Kanellakis Theory and Practice Award (2014)
Jack Dongarra ACM-IEEE CS Ken Kennedy Award (2013)
Stuart Feldman ACM Software System Award (2003)
John Gunnels ACM Gordon Bell Prize (2007)
John A. Gunnels ACM Gordon Bell Prize (2006)
Michael A Heroux ACM Distinguished Member (2009)
William Kahan ACM A. M. Turing Award (1989)
Matthew Knepley SIAM/ACM Prize in Computational Science and Engineering (2014)
David J Kuck ACM-IEEE CS Ken Kennedy Award (2010)
ACM-IEEE CS Eckert-Mauchly Award (1993)
Byounghak Lee ACM Gordon Bell Prize (2008)
Lois C McInnes SIAM/ACM Prize in Computational Science and Engineering (2014)
Cleve Moler SIAM/ACM Prize in Computational Science and Engineering (2009)
Dianne P O'Leary ACM Distinguished Member (2006)
Naren Ramakrishnan ACM Distinguished Member (2009)
Sartaj K Sahni ACM Karl V. Karlstrom Outstanding Educator Award (2003)
Robert Schreiber ACM Distinguished Member (2006)
Horst D Simon ACM Gordon Bell Prize
Special Category (2009) ACM Gordon Bell Prize
Special Category (2009)
Barry Smith SIAM/ACM Prize in Computational Science and Engineering (2014)
James E. Smith ACM-IEEE CS Eckert-Mauchly Award (1999)
Kris Stewart ACM Senior Member (2015)
Nathan Tallent ACM-IEEE CS George Michael Memorial HPC Fellowships (2009)
Robert E Tarjan ACM Paris Kanellakis Theory and Practice Award (1999)
ACM A. M. Turing Award (1986)
Jeffrey S Vetter ACM Distinguished Member (2012)
ACM Gordon Bell Prize
Performance (2010)
Robert A. Walker Outstanding Contribution to ACM Award (2007)
ACM Distinguished Member (2006)
Bruce W Weide ACM Senior Member (2009)
Kesheng Wu ACM Distinguished Member (2010)
ACM Senior Member (2007)
Andrew C Yao ACM A. M. Turing Award (2000)
Hong Zhang SIAM/ACM Prize in Computational Science and Engineering (2014)
Benjamin G Zorn ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Iain Duff 28
Robert Renka 22
Robert Van De Geijn 20
Fred Krogh 20
Jennifer Scott 18
John Reid 17
Jack Dongarra 16
Bo Kågström 15
Timothy Davis 15
Donald Amos 14
Lawrence Shampine 14
Wayne Enright 14
Richard Hanson 13
Jorge Moré 12
John Rice 12
Layne Watson 12
Burton Garbow 12
James Demmel 12
Joseph Liu 11
Fred Gustavson 11
William Cody 10
Timothy Hopkins 9
Walter Gautschi 9
Elias Houstis 9
Jeff Cash 9
Linda Kaufman 9
Xiaoyesherry Li 9
Nicholas Higham 8
Field Van Zee 8
Nico Temme 8
Ping Tang 8
Amparo Gil 8
Javier Segura 8
John Pryce 8
Patrick Keast 8
Terje Espelid 7
Michael Heroux 7
Ronald Boisvert 7
Gregorio Quintana-Ortí 7
Ralph Kearfott 7
Enrique Quintana-Ortí 7
Hiroshi Akima 7
John Lewis 7
A Buckley 7
Almerico Murli 7
Thomas Hull 6
Albrecht Preusser 6
James Lyness 6
Roger Grimes 6
Richard Bartels 6
Robert Kirby 6
David Gay 6
Anders Logg 6
Sven Hammarling 6
Robert Ward 6
Pierre L'Ecuyer 6
Ian Gladwell 6
Nicholas Gould 6
Ronald Cools 6
Panos Pardalos 6
Annie Cuyt 6
Gilbert Stewart 6
Geoffrey Hill 5
Robert Schnabel 5
Tamar Schlick 5
Thomas Coleman 5
Patrick Gaffney 5
Jerzy Waśniewski 5
Philippe Toint 5
Paul Muir 5
Graeme Fairweather 5
Kendall Atkinson 5
Tony Chan 5
Van Van Snyder 5
Jarle Berntsen 5
Richard Sincovec 5
Sivan Toledo 5
Alexander Morgan 5
Krzysztof Sikorski 5
Anil Rao 5
William Mitchell 5
Yu Kuznetsov 5
Paolo Bientinesi 5
Mauricio Resende 5
Jeremy Du Croz 5
Paolo Toth 4
Ian Robinson 4
Wayne Dyksen 4
David Dodson 4
Daniel Kressner 4
Alan George 4
Valerio Parisi 4
Francesco Zirilli 4
William Hager 4
Jean Muller 4
Richard Lehoucq 4
Christof Vömel 4
Paul Bailey 4
Uwe Naumann 4
Norman Schryer 4
Naren Ramakrishnan 4
Christian Bischof 4
Werner Rheinboldt 4
Jan Verwer 4
Calvin Ribbens 4
John Monahan 4
Zhaojun Bai 4
Daniel Lozier 4
Lothar Reichel 4
Charles Fulton 4
Osni Marques 4
David Kahaner 4
Jorge Nocedal 4
Ahmed Sameh 4
Joke Blom 4
Filippo Aluffi-Pentini 4
Michael Saunders 4
Carl De Boor 4
Michael Patterson 4
Beresford Parlett 4
David Smith 4
Tamara Kolda 4
Richard Brent 4
Luisa D'Amore 3
Granville Sewell 3
Frank Stenger 3
Phyllis Fox 3
Fayez Alhargan 3
Andrew Conn 3
Kenneth Hillstrom 3
Steven Benson 3
John Gunnels 3
Margaret Wright 3
Charles Gear 3
Silvano Martello 3
Richard Simard 3
Luís Vicente 3
Willy Govaerts 3
Wolfgang Hörmann 3
Norman Gibbs 3
Shaun Forth 3
Alan Genz 3
Jon Bentley 3
Tobin Driscoll 3
Sanjiva Weerawarana 3
David Kincaid 3
Thomas Aird 3
Ron Dembo 3
Yifan Hu 3
Francesco Romani 3
Alfred Morris 3
Armido Didonato 3
Alan Jennings 3
R Brankin 3
Jonathan Hogg 3
William Brown 3
Philip Sharp 3
Joachim Ahrens 3
Paola Favati 3
Juan Meza 3
William Kahan 3
Marzio Sala 3
David Bailey 3
Desmond Higham 3
Maria Sosonkina 3
Bennett Fox 3
Aaron Fogelson 3
Webb Miller 3
Mariarosaria Rizzardi 3
David Shanno 3
Peter Benner 3
Martin Berzins 3
Yozo Hida 3
Anton Zettl 3
Kenneth Neves 3
Richard Fateman 3
Stan Cabay 3
Anshul Gupta 3
Ian Barrodale 3
Ulrich Dieter 3
Alan Laub 3
William Symes 3
Giorgio Carpaneto 3
Christoph Lauter 3
Steven Pruess 3
Julien Langou 3
Roscoe Bartlett 3
Arnold Neumaier 3
Salvatore Filippone 3
Grazia Lotti 3
Bruce Schmeiser 3
Lars Karlsson 3
Chao Yang 3
Danny Sorensen 3
Andrew Sommese 3
John Rice 3
Tzemeng Low 3
Ron Brown 3
Robert Granat 3
Kristján Jónasson 3
Bruno Lang 3
Niel Madsen 3
Toyat Cheung 3
Stavros Zenios 3
Giulio Giunta 3
Masao Kodama 3
Kanghoh Phua 3
J Diaz 3
Garth Wells 3
Eric Grosse 3
Michael Berry 3
David Stoutemyer 3
Wolfgang Bangerth 3
Mohamed Kamel 2
Theodore Papatheodorou 2
J Smith 2
Bengt Fornberg 2
Vincent Lefèvre 2
Catherine Houstis 2
Victor Eijkhout 2
Zvi Drezner 2
Robert Skeel 2
Marnix Van Daele 2
Jian He 2
Jean Utke 2
Lois McInnes 2
Sebastian Ferrando 2
Tapio Schneider 2
Michael Mascagni 2
Arunachalam Ravindran 2
Kenneth Jackson 2
Malcolm Pike 2
Roy Welsch 2
Mofreh Zaghloul 2
Per Hansen 2
Alexandru Nicolau 2
Wilfried Gansterer 2
Mark Gockenbach 2
Paul Bratley 2
Michael Jenkins 2
Frederick Fritsch 2
Roger Pawlowski 2
Alex Pothen 2
William Payne 2
Paul Plassmann 2
François Rouet 2
Ioannis Demetriou 2
Wlodzimierz Proskurowski 2
Pamela Zave 2
Elizabeth Eskow 2
Charles Lawson 2
Alan Karp 2
Michael McClellan 2
Virginia Klema 2
Ron Sacks-Davis 2
Lennart Johnsson 2
Kendall Stanley 2
Antoine Petitet 2
Françoise Tisseur 2
Jean L'excellent 2
Joaquim Júdice 2
Alfredo Buttari 2
David Jeffrey 2
Christopher Paige 2
L Stoltz 2
Charles Duris 2
P Culligan-Hensley 2
Charles Van Loan 2
Spencer Shellman 2
Per Thomsen 2
Dennis Snow 2
David Melgaard 2
Jorge Leis 2
David Spooner 2
Roger Abernathy 2
Guangning Tan 2
Meiyue Shao 2
Kevin Broughan 2
Harvey Greenberg 2
Klaus Schittkowski 2
Allan Macleod 2
Brigitte Verdonk 2
Philip Gill 2
John Roulier 2
Stephen Peters 2
Inderjit Dhillon 2
Daniel Kressner 2
Nathan Bell 2
Rida Farouki 2
Michael Giles 2
Masha Sosonkina 2
Ladislav Lukšan 2
Joseph Flaherty 2
Ann Catlin 2
Xiaobai Sun 2
Hans Langtangen 2
J Yohe 2
Walter Murray 2
Richard Byrd 2
Duncan, Lawrie 2
David McAllister 2
George Hall 2
Dirk Laurie 2
Bryan Marker 2
John Mulvey 2
Ali Bouaricha 2
Cleve Moler 2
Charles Dunkl 2
Donald Ramirez 2
Greg Henry 2
Robert Russell 2
J Christiansen 2
Jeffrey Vitter 2
Leslie Foster 2
Piotr Luszczek 2
Jan Olszewski 2
Yves Nievergelt 2
Richard Weiss 2
Sunyoung Kim 2
James Willenbring 2
S Barry 2
Nikos Chrisochoides 2
Mauro Dell'Amico 2
Luc Giraud 2
Brian Gunter 2
Bjarne Andersen 2
Geza Schrauf 2
Josef Leydold 2
Marco Marletta 2
John Betts 2
James Amato 2
Joris Van Deun 2
Frédéric Cazals 2
Charles Dunham 2
Uri Ascher 2
Franklin Luk 2
Linwang Wang 2
Gregory Ammar 2
Giuliano Laccetti 2
Christian Reinsch 2
Keith Geddes 2
Matthew Weinstein 2
Hatem Ltaief 2
Jason Riedy 2
Paul Stockmeyer 2
Dominique Orban 2
Angelo Corana 2
Kenneth Johnson 2
D Taylor 2
Jose Román 2
Mark Kramer 2
Masakazu Kojima 2
Peter Hanson 2
Karla Hoffman 2
Douglas Shier 2
Jorn Springer 2
Ove Skovgaard 2
Guohua Jin 2
Bryan Ford 2
Francisco Igual 2
Will Wright 2
Francisco Sayas 2
George Marsaglia 2
Bruce Fabijonas 2
Scott Sarra 2
Arno Rasch 2
Colin Cryer 2
John Burkardt 2
Benjamin Burton 2
Joaquim Martins 2
George Miminis 2
Michele Goano 2
Kazushige Goto 2
Bart Waanders 2
I Hill 2
Thomas Foley 2
Michel Cosnard 2
H Knoble 2
J Weideman 2
José Morales 2
James Ball 2
Nelson Beebe 2
George Davis 2
Christopher Darby 2
Ilyssa Sanders 2
Geoffrey Huntington 2
Voratas Kachitvichyanukul 2
Serge Gratton 2
Horst Simon 2
Jeffrey Arthur 2
Vadim Shapiro 2
James Ho 2
Judith Gardiner 2
Paul Boggs 2
Dianne O'Leary 2
Paul Buis 2
Lawrence Levy 2
Danilo Erricolo 2
Francisco Facchinei 2
John Larson 2
John Herriot 2
Michael Anderson 2
Stephen Joe 2
Rong Wang 2
Zlatko Drmač 2
Ronald Armstrong 2
Theodore Fessler 2
C Wijers 2
G Poppe 2
Gary Howell 2
Stefan Larimore 2
Mark Shephard 2
Gil Shklarski 2
Thomas Patterson 2
Nedialko Nedialkov 2
U Pape 2
Gopal Gupta 2
John Jezioranski 2
A Abrham 2
Karin Bennett 2
Paolo Costantini 2
D Le 2
Paolo D'Alberto 2
John Nazareth 2
John Edwards 2
Kjell Gustafsson 2
Yihua Bai 2
Robert Piessens 2
Hayato Waki 2
Michael Engquist 2
Leon Lasdon 2
Richard O'Neill 2
Richard Wang 2
Walter Anderson 2
Herman Watts 2
Nabih Abdelmalek 2
William Poole 2
Markus Neher 2
Jean Dumas 2
John Butcher 2
Roy Wampler 2
Michael Vrahatis 2
Martin Alnaes 2
Paul Zimmermann 2
David Eyre 2
Timo Betcke 2
T Lam 2
William Eddy 2
Randall Shirts 2
Jan Vlček 2
Michael Liepelt 2
David Benson 2
George Corliss 2
Jörg Peters 2
M Weston 2
Patrick Amestoy 2
Barry Brown 2
João Soares 2
Michel Daydé 2
Paul Calamai 2
K Hiebert 2
Wolfgang Janko 2
Mohamed el Lozy 2
D Barry 2
Zvonimir Bujanović 2
Louis Rall 2
John Mcnamee 2
Isak Jonsson 2
John Gilbert 2
P Prince 2
H Bücker 2
Frank Olver 2
David Silvester 2
Kristian Olgaard 2
Alan Hindmarsh 2
ACM TOMS Staff 2
Leroy Drummond 2
Theodore Bickart 2
Zdenek Picel 2
Robert Smith 2
Joel Tendler 2
Mark Jones 2
Heidi Thornquist 2
Vivek Sarin 2
Roland Sweet 2
Ashok Srinivasan 2
Dennis Verschaeren 2
Axel Ruhe 2
Alex Morgan 2
John Dennis, 2
P Dew 2
Raymond Spiteri 2
Camila Francolin 2
Victor Norton 2
S Considine 2
William Stewart 2
Thomas Fairgrieve 2
Leonard Gray 2
Andrea Walther 2
S Pennington 2
Waiwan Tsang 2
Damian Rouson 2
Wayne Hayes 2
Esmond Ng 2
Andrew Hall 2
S Nugent 2
Andrew Sherman 2
Peter Alfeld 2
Joseph Leva 2
Jerome Friedman 2
M Powell 2
Veerle Ledoux 2
David Watkins 2
Andreas Griewank 2
Ananth Grama 2
Lutz Grosz 1
Colin Desa 1
Laura Antonelli 1
Jonathan Hu 1
Zhi Li 1
Vasile Sima 1
Christine Tobler 1
Andreas Tillmann 1
Joel Phillips 1
Hang Si 1
Bohan Dong 1
Markus Towara 1
Jose Reyes 1
Jesús Vigo-Aguiar 1
Stefan Kunis 1
Daniel Potts 1
Karl Meerbergen 1
Nathan Tedford 1
Ariela Sofer 1
Stephen Nash 1
Peter Søndergaard 1
Diane Willcock 1
Duane Rettig 1
A McKenney 1
Jeffrey Haag 1
Götz Alefeld 1
David Azulay 1
Marcos Raydan 1
Jean Pique 1
Jianguo Xin 1
Satish Reddy 1
Walter Leeb 1
S Chan 1
Joseph McKean 1
Wilhelm Ericksen 1
Koen Engelborghs 1
K Helland 1
Martin Kronbichler 1
Peter Sonneveld 1
A Lenir 1
C Praagman 1
Francois Durdin 1
Serkan Gugercin 1
Marco Bodrato 1
Peter Kaps 1
Gary Krenz 1
Harald Niederreiter 1
Ian Sloan 1
Vicente Hernández 1
Lee Killough 1
Michael Kistler 1
Xiaodong Li 1
Claude Jeannerod 1
Matthias Voigt 1
Jianlin Xia 1
Maarten De Hoop 1
Jose Alvarez-Cubero 1
H Wang 1
Achim Schweikard 1
Jason Zwolak 1
Carlo Vittoli 1
Weiguo Gao 1
Warren Perger 1
HaiJun Su 1
Patrick Heimbach 1
Stanimire Tomov 1
Wenrui Hao 1
Zhonggang Zeng 1
Giuseppe Carluccio 1
Shuo Chen 1
David Kuck 1
Jitse Niesen 1
Matthew Petro 1
Daniel Dolk 1
Jürgen Hake 1
Saleem Mohideen 1
Serge Cote 1
Allan Waren 1
Michael Ferris 1
Arun Verma 1
Linus Schrage 1
Karen Haskell 1
Etienne Loute 1
A Serdy 1
Cyrus Mehta 1
Vassilis Pandis 1
Boyana Norris 1
Piotr Kowalczyk 1
A Messner 1
Per Ling 1
Daniel White 1
Tienyien Li 1
Jimmy Iskandar 1
Arnaud Tisserand 1
Thierry Joffrain 1
I Deak 1
Judith Hooper 1
A Vaz 1
M Gomes 1
George Cole 1
Lee Appelbaum 1
Ichitaro Yamazaki 1
Kesheng Wu 1
Theodosios Pavlidis 1
Evgueni Ovtchinnikov 1
B Doman 1
Stewart Levin 1
Jan Riehme 1
F Roberts 1
Yongkang Zhu 1
Anuroop Sharma 1
Tiancheng Li 1
L Rothschild 1
P van der Houwen 1
Calvin William 1
David Arney 1
Yaroslav Sergeyev 1
Lori Diachin 1
James Baglama 1
Daniela Calvetti 1
Christopher Kormanyos 1
Margreet Louter-Nool 1
W Cody 1
T Dekker 1
Chou Chen 1
Emma Bradbury 1
Sandra Santos 1
Sven Hammerling 1
Daniel Steffy 1
Lexing Ying 1
Jules Lambiotte 1
Patrick Worley 1
M Diamantakis 1
Mordechai Schacham 1
Oscar Palacios-Velez 1
Hans Stetter 1
Burton Leathers 1
A van Swieten 1
Robert Fourer 1
Kent Mardal 1
Peter Kornerup 1
Nicolas Louvet 1
Koonchan Kim 1
Robert Lynch 1
Melanie Lenard 1
Karl Deckers 1
Masakazu Muramatsu 1
John Gunther 1
J Ratnanather 1
Stephen Lucas 1
F Testa 1
Marco Morandini 1
M Verhaegen 1
Theodore Simos 1
Samuel Figueroa 1
Larry Ammann 1
Stefania Corsaro 1
Radu Serban 1
Paul Domich 1
B Khoury 1
Brandt Belson 1
Victoria Howle 1
Raúl De La Cruz 1
Carlo Janna 1
Marc Pfetsch 1
Benjamin Seibold 1
Menghan Wang 1
Meera Sitharam 1
Shin’ichi Oishi 1
George Geist 1
Jacek Błażewicz 1
Jacques Cohen 1
Kenneth Weber 1
Zdenek Pruša 1
Pavel Rajmic 1
Benedikt Rudolph 1
Stephen Sullivan 1
Florian Potra 1
David Price 1
Ctirad Matonoha 1
Jacek Kierzenka 1
Lakshman Yagati 1
Erich Kaltofen 1
Dole Minh 1
David Wortman 1
P Papachiou 1
Michael Steuerwalt 1
David Farden 1
Fujiichi Yoshimoto 1
Peihuang Lu 1
Ciyou Zhu 1
M Halse 1
Neil Kaden 1
Matthew Knepley 1
D Hollevoet 1
A Nagy 1
Michael Schneider 1
Leonidas Pitsoulis 1
Kehshin Lii 1
M Mackay 1
Laura Blackford 1
Richard Muller 1
Sébastien Loriot 1
Peichi Wu 1
Peng Shen 1
K Du 1
Mustafa PıNar 1
Janet Donaldson 1
Herbert Fruchtl 1
Olof Widlund 1
Gene Golub 1
Michael Malcolm 1
V Zubatenko 1
James Carrig 1
Gerard Meyer 1
Noël Nachtigal 1
Ron Trompert 1
Kathy Russell 1
Eric Regener 1
J McCarthy 1
Giuseppe Romanazzi 1
Makoto Yamashita 1
Gurpur Prabhu 1
Marek Machura 1
D Orser 1
Thomas Wieder 1
Kavita Goyal 1
Stephen Wright 1
Michael Mesnier 1
Tateaki Sasaki 1
Gordon Clark 1
Alec Steingart 1
Ahmed Touhami 1
Ryan Russell 1
Frances Kuo 1
Ram Rajagopal 1
Cliff Addison 1
Peter Klier 1
J Kaganove 1
Richard Bogen 1
G Taylor 1
Leigh Power 1
Peter Brinkhaus 1
Chenglie Hu 1
Christopher Munro 1
Nicolas Brisebarre 1
Gwendolen Hines 1
Frederick Sauer 1
H Crane 1
Maborobert Ito 1
Eugene Kagan 1
Troy Raeder 1
Edmond Chow 1
Walter Schreppers 1
Michael Kallay 1
Frank Cameron 1
Jingwei Zhang 1
Peter Weinberger 1
Henk Koppelaar 1
Charles Karney 1
Kincho Law 1
Barry Weiss 1
Marco Gaviano 1
Oliver Kayser-Herold 1
Jason Kraftcheck 1
A Eiger 1
Fred Hickernell 1
Jean Lasserre 1
Zhonggang Zeng 1
Przemyslaw Prusinkiewicz 1
Clément Pernet 1
Gordon Bromage 1
Fabio Dercole 1
Lorraine Baca 1
Sally Howe 1
James Davenport 1
J Schwing 1
Antonis Argyros 1
Annick Dhooge 1
Ralf Giering 1
Claudio Martini 1
Ken Taylor 1
K Ramarao 1
Ramanan Sivasothinathan 1
Genetha Gray 1
Eduardo D’Azevedo 1
Özgür Yilmaz 1
David Dobkin 1
C Barber 1
Tapas Sarkar 1
Edgar Den Boef 1
Jeff De Hosson 1
Tommaso Toffoli 1
Roy Marsten 1
Gabor Herman 1
Elena Celledoni 1
Rondall Jones 1
Darwin Klingman 1
George Byrne 1
Robin Hogan 1
James McCombs 1
D Vlachos 1
V Dadurkevicius 1
Howard Elman 1
David Crouse 1
Margarida Mello 1
Peter Brown 1
Jim Jones 1
Andrew Salinger 1
Wafaa Sayed 1
Hossam Fahmy 1
David Munger 1
Vernon Austel 1
John Gunnels 1
Jack Pew 1
Brice Boyer 1
Jorge Delgado 1
Blake Nelson 1
Ivo Sbalzarini 1
Mauricio Araya-Polo 1
Dirk Lorenz 1
Wojciech Smigaj 1
Martin Schweiger 1
Jean Boissonnat 1
G Elizondo 1
Patrick Notz 1
Christopher Marriage 1
Mark Schaefer 1
Roman Słowiński 1
William Boyce 1
Leslie Jennings 1
Jon Bentley 1
Reed Wade 1
Dean Duffy 1
S Chang 1
Mary Fernandez 1
Ulrich Hetmaniuk 1
Norbert Flocke 1
Naoya Yamanaka 1
Alberto Abad 1
Fernando Blesa 1
Makoto Yamashita 1
Maho Nakata 1
Fernando Garcıa-Alonso 1
Toon Knapen 1
ChinJu Fan 1
Ingrid Bongartz 1
Pieter Ghysels 1
Artem Napov 1
M Fisher 1
Joel Katcoff 1
Sebastiano Vigna 1
Tom Rowan 1
Christopher Baker 1
Helmut Roth 1
José Martínez 1
Qiang Ye 1
Martin Berggren 1
Timothy Freeman 1
James Verner 1
C Forney 1
James Bennett 1
Paul Nikolai 1
Louis Ehrlich 1
Susan Picken 1
Kozo Ichida 1
Sandro Romanzetti 1
T Dierkes 1
Nadim Shah 1
Paul Holland 1
Milan Novotny 1
Luc Pluym 1
J Jansen 1
Mutsuo Saito 1
Makoto Matsumoto 1
Giuseppe Fiorentino 1
Willi Schönauer 1
Christopher Beattie 1
Trond Steihaug 1
Katia Pinchedez 1
J Sawshuk 1
Koyang Wang 1
Margaret Gaitatzes 1
Dowyung Yang 1
Henry Gabb 1
Lawrence Kolasa 1
Mark Wells 1
Walton Gregory 1
Kenneth Hamilton 1
Leon Greenberg 1
M Lybanon 1
Thomas Ryan 1
David Coleman 1
Dennis Hamilton 1
Christian Schröder 1
Michel Colman 1
Ilan Bar-On 1
Alexander Ostermann 1
T Bui 1
Miodrag Petković 1
William Whiten 1
Laura Bacchelli-Montefusco 1
Milind Dawande 1
Chenyi Hu 1
Shannon Scott 1
Chris Wallace 1
Rudi Mathon 1
Jaap Van Der Vegt 1
I Molchanov 1
Brett Bader 1
Renato Mesquita 1
Duc Nguyen 1
Celso Ribeiro 1
Mike Fagan 1
Nathan Tallent 1
Pontus Matstoms 1
Rudolf Loeser 1
Kamil Khan 1
Nicholas Dingle 1
Shmuel Gal 1
Martin Griss 1
Carter Bays 1
Robert Morris 1
Ying Hu 1
Eric Barth 1
E Ellison 1
Daniel Reynolds 1
Gianmarco Manzini 1
TaTung Chow 1
Peter Otto 1
Anthony Padula 1
Alex Bell 1
Ralf Hartmann 1
Stanley Eisenstat 1
Caroline Japhet 1
Albert Rich 1
Koen Poppe 1
Robert Walker 1
M Wimmer 1
Xia Ji 1
Bruce Weide 1
W Wyatt 1
Serge Torres 1
Francis Russell 1
Vladimir Cherkassky 1
George White 1
R Futrell 1
James Blue 1
Rose Prior 1
Fred Crary 1
Jennie SooHoo 1
Jonathan Hauenstein 1
Frank Sottile 1
John Coleman 1
M Gordon 1
Richard Luczak 1
Thierry Dargent 1
Virginie De Witte 1
Anthony Castaldo 1
Luis Gatica 1
Geoffrey Belter 1
Won Chung 1
Paul Castillo 1
Tangan Gao 1
Syvert NØrsett 1
Flavia De Tisi 1
German Tischler 1
M Kung 1
William Ford 1
Piotr Wendykier 1
Pasqua D’Ambra 1
Gitta Kutyniok 1
Lennaert Van Veen 1
Alex Dubitski 1
Hirokazu Murao 1
George Paul 1
J Ericksen 1
Tiara Turner 1
J Campbell 1
Victor Barwell 1
Robert Corless 1
Mark Friedman 1
John Dinkel 1
Thomas Nelson 1
Andrew Kroshko 1
Paul Van Dooren 1
Petri Piiroinen 1
Mengnien Wu 1
Nela Bosner 1
Laurent Hascoët 1
Walter Krämer 1
Werner Hofschuster 1
Nicolai Christov 1
Vladimir Rotkin 1
Wang Lim 1
Rafael Reisenhofer 1
Jesús Izaguirre 1
Thierry Matthey 1
Barry Sherlock 1
W Coen 1
C Pursglove 1
Daniel Yoo 1
Juan Montijano 1
Jeffrey Birch 1
James Pinkert 1
Jonathan Spreer 1
John Koonatz 1
Michael Chang 1
James Welch 1
Mark Miller 1
YiFeng Tsai 1
Pascal Giorgi 1
Sivasankaran Rajamanickam 1
Jean Linhart 1
K Ma 1
Arthur Norman 1
K Nair 1
Steven Fenives 1
Harold Stone 1
Nadia Diaa 1
Gilles Hennenfent 1
Alice Ko 1
F Rabinowitz 1
Donald Monro 1
Xiaofeng Xu 1
Anil Kapur 1
William Coughran 1
Ekanathan Palamadai Natarajan 1
William Thacker 1
Thomas Lewiner 1
Henry Shapiro 1
Johann Schumann 1
Jan Mayer 1
Vitus Leung 1
Alan Bundy 1
Ingo Eble 1
M Marchesi 1
Dan Gordon 1
Yanqing Chen 1
Johan Jansson 1
David Bunch 1
Robert Voigt 1
John Boyd 1
Douglas Priest 1
Marielba Rojas 1
Scott Rickard 1
Konstantinos Drakakis 1
Sébastien Digabel 1
Hermann Brunner 1
Omer Meshar 1
Marc Pouget 1
Felix Herrmann 1
Laurent Granvilliers 1
Hannu Huhdanpaa 1
Orit Shacham 1
Anonymous 1
Marko Van Eekelen 1
Gregory Bard 1
Guillaume Melquiond 1
Kevin McGill 1
Zahari Zlatev 1
Victor Rayward-Smith 1
Selim Akl 1
J Scott 1
J and 1
Anthony Davis 1
Stuart Schwartz 1
Bruno Salvy 1
Michael Eastham 1
Jan Korst 1
Stefano Pallottino 1
William Hart 1
Dieter Kraft 1
Jeffrey Vitter 1
Lloyd Fosdick 1
Berend Hasselman 1
D Kung 1
J and 1
Thomas Robertazzi 1
Jarek Nieplocha 1
Patrick Pelissier 1
Gerhard Derflinger 1
Steven Lee 1
Dingzhu Du 1
Vicente Vidal 1
Ray Tuminaro 1
Robert Hoekstra 1
Ken Stanley 1
Kevin Long 1
David Keyes 1
Daniel Ibanez 1
Cameron Smith 1
Juan Peña 1
Shen Wang 1
James Hungerford 1
Giuseppe Gambolati 1
Kyungjoo Kim 1
Daniel Langr 1
Pavel Tvrdík 1
Tomáš Dytrych 1
Steven Dalton 1
Pierre Alliez 1
Kazuhide Nakata 1
Katsuki Fujisawa 1
Anil Hirani 1
José Ferrándiz 1
Prabhu Ramachandran 1
Dennis Tenney 1
Xiaoye Li 1
Raphael Finkel 1
M Sabin 1
Adrián Lozano-Durán 1
L Yarberry 1
David Juedes 1
Patrick Cummins 1
Geoffrey Vallis 1
Zelda Marino 1
Carol Woodward 1
John Van Ness 1
Manojkumar Krishnan 1
Yuanan Fan 1
Jonathan Tu 1
Vassilios Verykios 1
Ulrikemeier Yang 1
Eric Phipps 1
Alan Williams 1
Mikhail Smelyanskiy 1
Yi Mei 1
Steven Parker 1
Omar Awile 1
Flavio Sartoretto 1
Simon Arridge 1
Stef Graillat 1
Klaus Leppkes 1
Clément Jamin 1
James Sutherland 1
Kresimir Fresl 1
Wojciech Cellary 1
Rose Motley 1
Endre László 1
Franky Backeljauw 1
Ernie Chan 1
Valérie Fraysse 1
M Dobmann 1
Shakhina Pulatova 1
Gregory Imirzian 1
Clay Breshears 1
Torbjorn Wiberg 1
Natasha Kovacevic 1
Roger Sidje 1
Otto Munthe 1
Mahesh Joshi 1
Stuart Anderson 1
Edward Rothberg 1
Peter Markstein 1
Robert Melville 1
Homer Walker 1
J Kaffanke 1
G Stuart 1
J Schonfelder 1
James Money 1
R Cormack 1
John Larson 1
Robert Bryan 1
Paul Swarztrauber 1
Edward Battiste 1
Seppo Linnainmaa 1
M Razaz 1
Billy Buckles 1
Jeff Hammond 1
Nichols Romero 1
V Kane 1
Are Bruaset 1
J Walsh 1
Dirk Roose 1
Stanimire Tomov 1
Jaroslav Kautsky 1
Sylvan Elhay 1
Ahmed Ali 1
Zlatko Drmavc 1
Martin Van Gijzen 1
Gerard Berthiau 1
Michael Hill 1
Enrico Bertolazzi 1
Eric Schnepf 1
Richard Neidinger 1
S Daniel 1
Esko Cate 1
David Evans 1
Souji Koikari 1
Roland Freund 1
Manuel Novoa 1
Keith Meintjes 1
Paul Wang 1
Lars Pesch 1
Peter Poromaa 1
Knud Andersen 1
Reinaldo Palhares 1
Md Patwary 1
Chris Hill 1
Mingcen Gao 1
S Polak 1
P Beck 1
Mary Pasternak 1
Florent de Dinechin 1
M Ratner 1
Robert Schreiber 1
Philip Wolfe 1
Esko Ukkonen 1
R Feldman 1
Jon Radue 1
James Saxe 1
H Kollakowski 1
Andy Terrel 1
Francesca Mazzia 1
R Sundarraj 1
Elaine Notis 1
U Harms 1
Jack Poulson 1
Marc Baboulin 1
Carsten Burstedde 1
Anthony Jones 1
George Labahn 1
Fouad Majaess 1
Patrick Siarry 1
Harshad Kanhere 1
Christopher Thompson 1
Cleve Ashcraft 1
David Twigg 1
A Benson 1
Byounghak Lee 1
Tran-Thong 1
Steve Carr 1
Sherif Hashem 1
Atul Bhalla 1
Rudi Huysmans 1
Martin Gander 1
Michelle Strout 1
Hassan Goldani Moghaddam 1
Arthur Peterson 1
María Rivara 1
Ashwin Nanjappa 1
Tiowseng Tan 1
Zhiyong Huang 1
David Flamm 1
Asgeir Birkisson 1
J Schrooten 1
Narsingh Deo 1
Mani Mehra 1
Edward Gertz 1
Achiya Dax 1
Joseph Simpson 1
John Ivie 1
S Wong 1
Dimitris Kehagias 1
Ulrich Eckhardt 1
W Gentleman 1
Stefan Wild 1
R Whaley 1
Andreas Klimke 1
Barbara Wohlmuth 1
Chris Kees 1
Alba Valtulina 1
Sonil Mukherjee 1
Michael Lerch 1
P Beck 1
Severiano GonzáLez-Pinto 1
Frank Rubin 1
Matthew Nyerges 1
Trevor Cickovski 1
Yinyu Ye 1
Mo Mu 1
Robert Rosenberg 1
Joseph Rios 1
Suh Kang 1
F Lichtenberger 1
James Nagy 1
David Pearce 1
Gordon, Royle 1
Pedro Celis 1
Edvin Deadman 1
Eric Bavier 1
Paul Jansen 1
Peter Weidner 1
Daniela Lera 1
Heesun Hong 1
B Sijnave 1
Randolph Bank 1
S Wong 1
G P. Keast 1
Robert Ketzscher 1
Thomas Kaminski 1
Kersti Ekeland 1
Brynjulf Owren 1
Marco Vianello 1
Shahram Semnani 1
Ewout Van Den Berg 1
Rajesh Kommu 1
Bard Skaflestad 1
Håvard Berland 1
Jeremy and Sven Hammarling 1
Luc Rutten 1
Nadia Shalaby 1
Gautam Mitra 1
M Wilson 1
Robert Wilhelmson 1
William Michaels 1
Thomas George 1
John Wisniewski 1
Richard Peskin 1
Piers Lawrence 1
Paul Barton 1
Siju Samuel 1
Dinesh Nair 1
Nitin Patel 1
Steven Wise 1
Zhixing Fu 1
Peter Wittek 1
Aart Bik 1
Peter Knijnenburg 1
Christoph Schierz 1
Greg Breinholt 1
Thu Vu 1
Valérie Pascual 1
Michail Konstantinov 1
Robert Tarjan 1
A Mahendrarajah 1
Frantisek Fiala 1
Scott Hampton 1
Irene Moulitsas 1
Brandon Thompson 1
Teresa Tung 1
M Er 1
Michael Heath 1
Gershon Kedem 1
Charles Mesztenyi 1
S PéRez-RodríGuez 1
Franz Winkler 1
Bruno Buchberger 1
Gary Haggard 1
Pedro Gonnet 1
Manjula Iyer 1
Ben Sommeijer 1
Carl Ollivier-Gooch 1
Timothy Tautges 1
Haim Avron 1
Didier Henrion 1
Thomas Feo 1
Youngmok Jeon 1
Martin Albrecht 1
Marc Daumas 1
Helgi Adalsteinsson 1
Elise De Doncker 1
Joseph Traub 1
Fred Glover 1
Y Wang 1
Edward Ng 1
K Kessel 1
Valérie Frayssé 1
Joris Van Deun 1
Waltraud Huyer 1
Jung Kim 1
Dexuan Xie 1
Pin Ng 1
Andreas Stathopoulos 1
John Savage 1
Mohammad Zubair 1
David Thuente 1
Ole ØSterby 1
J Wooter 1
Valeria Mele 1
Paul Zegeling 1
Barry Smith 1
Jason Sarich 1
Patricia Hough 1
Robert Gower 1
Naren Ramakrishnan 1
Keith Grant 1
Tyler Smith 1
Mohammad Omidvar 1
Xin Yao 1
Ahmad Abdelfattah 1
Eunyoungseegyoung Seol 1
Robert Kirby 1
Luke Olson 1
Mariette Yvinec 1
Jens Keiner 1
M Ramakrishna 1
Makoto Kizawa 1
Daniel Warner 1
Tetsuro Ito 1
Bonita Saunders 1
A Kinderman 1
Jan Węglarz 1
Oliver Aberth 1
L Fullerton 1
L Scales 1
Miroslav Rozlozník 1
Shijie Wan 1
Rachel Gordon 1
Margaret Myers 1
John Mellor-Crummey 1
Barry Trager 1
J Dormand 1
Jermey Cruz 1
William Cook 1
Weinan E 1
R Wright 1
Rami Melhem 1
Marco Caliari 1
Hongchao Zhang 1
James Smith 1
Donald Fraser 1
Malcolm Keech 1
Wei Chen 1
James George 1
David West 1
Adhemar Bultheel 1
Robert Kirby 1
Marie Rognes 1
Eloy Romero 1
Andris Zoltners 1
Carl Bailey 1
Rosanna Campagna 1
Peter Zapol 1
Alison Ramage 1
Miroslav Tůma 1
Dan Shumaker 1
Jerome Coonen 1
Harry Joe 1
Robert Falgout 1
Xianyi Zhang 1
Pedro Zufiria 1
Massimiliano Ferronato 1
Martin Frank 1
Marjorie McClain 1
Jerry Draayer 1
Johannes Lotz 1
Melih Özlen 1
Roberto Barrio 1
Marcos Rodríguez 1
Mituhiro Fukuda 1
William Gragg 1
Rudi Zagst 1
Richard Ray 1
Benjamin Zorn 1
Yixun Shi 1
CheRung Lee 1
Yuxiao Hu 1
F Bader 1
Raúl Valdés-Pérez 1
Avi Ziv 1
Takeshi Kiyono 1
B Balcom 1
T Ellis 1
Jason Boisvert 1
Alexander Haas 1
L Machiels 1
Huan Ren 1
Roy Walsh 1
B Carlson 1
D McLain 1
David Barton 1
Ian Thompson 1
Andrew Cleary 1
Volker Mehrmann 1
Julien Herrmann 1
Peter Tischer 1
Bora Uçar 1
Chaya Gurwitz 1
Matthew Wette 1
Ladislav Kocis 1
Jacques Haussy 1
Wayne Cowell 1
L Daniel 1
Francoise Veillon 1
R Simpson 1
Lawrence Barinka 1
Bede Liu 1
Teofilo Gonzalez 1
David Probst 1
Mark Nardin 1
Daniel Tuyttens 1
Onno Bokhove 1
M Yakovlev 1
Michele Marrone 1
David Stewart 1
James Lovato 1
Eduardo Goncalves 1
Jakub Kurzak 1
Christian Neusius 1
Charles Romine 1
Alastair Walker 1
Ralph Kallman 1
Paolo Sipala 1
Antony Kong 1
Marcos Escobar 1
Jeremy Appleyard 1
Guillem Borrell 1
George Fishman 1
Brian Kernighan 1
Michael Reid 1
S Mccormick 1
Ernesto Birgin 1
M Cohen 1
Michele Colajanni 1
Anoop Gupta 1
Eric Aubanel 1
J Rioux 1
G Moller 1
José Herrero 1
David Ahlfeld 1
C Gan 1
Michel Deville 1
Richard Whaley 1
Tatyana Luzyanina 1
Roy Streit 1
Kamer Kaya 1
Timo Heister 1
A Geurts 1
Gradimir Milovanović 1
Gouad Majaess 1
KimHung Li 1
Giulio Casciola 1
Paola Festa 1
Michael Overton 1
Sartaj Sahni 1
William Franta 1
Vangalur Alagar 1
Henk Sollie 1
Vijaya Ambati 1
Guido Kanschat 1
L Nikolenko 1
Giuseppe Radicati 1
Yong Li 1
Floyd Spears 1
Ricardo Takahashi 1
Karen Minser 1
Carl Wunsch 1
Y Chang 1
Jiguang Sun 1
Andrew Schoene 1
William Kurator 1
Andrew Yao 1
Stuart Feldman 1
John Nash 1
John Pomeranz 1
S Durham 1
Milan Kubicek 1
J Legros 1
S Goudreau 1
Naikuan Tsao 1
Anil Jain 1
Rober Grimes 1
Claude Brezinski 1
William Hemmerle 1
D Sayers 1
Nancy Bosten 1
Mercedes Marqués 1
C Barneveld Binkhuysen 1
Alan Davies 1
Stephen Johnson 1
Michael Lucks 1
Toufic Boubez 1
Miloud Sadkane 1
Lothar Wenzel 1
Michael Hutchinson 1
Geoff McKeown 1
Charles Crawford 1
Elizabeth Jessup 1
Harry Wijshoff 1
Robert Rieben 1
Greet Berghe 1
Ike Sagie 1
Dan Fenner 1
Edite Fernandes 1
Ralph HansonSmith 1
William and David 1
D Wilson 1
Thomas Slabach 1
Roldan Pozo 1
Karen Marmol 1
Stavros Kassinos 1
Ove Edlund 1
Heinrich Rolletschek 1
Rogel Rojas-Bello 1
Richard Kronmal 1
Pierluigi Amodio 1
Assefaw Gebremedhin 1
Thanhtung Cao 1
Mukkai Krishnamoorthy 1
Allen Tracht 1
Ted Brown 1
Gregory Lantoine 1
Juan Flores 1
Matthias Heinkenschloss 1
Jan Verschelde 1
Paul Kelly 1
Gustaf Söderlind 1
D Boulton 1
Lucian Duta 1
Mary Kochenberger 1
Ralph Byers 1
Harlan Crowder 1
John Cleary 1
John Respess 1
David Young 1
David Hoaglin 1
Charles Hall 1
Andy Froncioni 1
E Della Torre 1
W Kinsner 1
Krister Dackland 1
Fred Ives 1
Jeremy Siek 1
No Author 1
Andrey Chernikov 1
Leonidas Linardakis 1
Cass Miller 1
David Bindel 1
Jürgen Von Gudenberg 1
Michael Kolonko 1
N Munksgaard 1
Petko Petkov 1
David Smith 1
John Bownds 1
Daniela Serafino 1
Peter Molenaar 1
Robert and Thomas 1
Dhavide Aruliah 1
Mohamed Tadjouddine 1
Qun Ma 1
Christopher Anand 1
Cheryl Black 1
Alexander Novoselsky 1
Dmitri Kvasov 1
Xiaojuan Luo 1
Juan Alonso 1
Peter Sturdza 1
J Ware 1
Wendy Seward 1
Ann Haegemans 1
Eivor Oines 1
Sandro Ridella 1
Lin Lin 1
Gerald Moore 1
W Everitt 1
Michael Friedlander 1
Frédéric Benhamou 1
Abdou Guermouche 1
Paolo Mantegazza 1
Daniele Vigo 1
David Pisinger 1
Christopher Baker 1
Antonella Zanna 1
Carl Taswell 1
Robert Feinstein 1
R Haymond 1
Berthold Horn 1
Hiroshi Sugimoto 1
Jennifer Erway 1
Roummel Marcia 1
Diego Fabregat-Traver 1
François Panneton 1
Mehmet Koyutürk 1
K Kohrt 1
M C. Martini and S. Ridella 1
Jim Xia 1
William McKinney 1
Sou Choi 1
Sirong Zhang 1
Michael Sternberg 1
Hong Zhang 1
Winfried Grassmann 1
William Ward 1
Nezam Mahdavi-Amiri 1
Douglas Clarkson 1
Clarence Rowley 1
Michael Martin 1
D Wasch 1
S GonzáLez-Pinto 1
João Paixão 1
Eldon Hansen 1
Merrell Patrick 1
Jon Whittle 1
William Davidon 1
John Tomlin 1
William Spotz 1
Mark Fahey 1
Stuart Smith 1
Robert Fairlie 1
Stephen Billups 1
J Bus 1
Manolis Lourakis 1
Jianfeng Lu 1
Valeria Simoncini 1
Stefanode Marchi 1
Trong Wu 1
G Walster 1
Dror Irony 1
John Drake 1
Alan Taylor 1
Rayan Saab 1
Makoto Matsumoto 1
Shlomo Weiss 1
Germ´n Torres 1
Victoria Averbukh 1
C Phillips 1
Christopher Jones 1
Kris Stewart 1
Mike Minkoff 1
Víctor Domínguez 1
Erika Fuentes 1
Aravind Joshi 1
Roger Koenker 1
John Garavelli 1
P Sinha 1
M Vanbegin 1
Jayadev Misra 1
Frédéric Goualard 1
Guillaume Hanrot 1
Laurent Fousse 1
Pamela Williams 1
Ricardo Oliva 1

Affiliation Paper Counts
The MathWorks, Inc. 1
Ariel University Center of Samaria 1
StatoilHydro 1
Computer Sciences Corporation, Australia 1
Airbus Deutschland GmbH 1
Camosun College 1
Barcelona Supercomputing Center 1
Research Institute for Advanced Computer Science 1
Institute of Mathematical Problems of Biology, Russian Academy of Sciences 1
University of Houston-Downtown 1
Avago Technologies Manufacturing (Singapore) Pte. Ltd. 1
Universite Grenoble Alpes 1
Brooklyn College 1
AT&T Information Systems 1
Ecole Centrale Paris 1
Southern Illinois University 1
Open University of the Netherlands 1
Universite Paris-Sud XI 1
University of California, Santa Cruz 1
University of Alabama 1
Harris Corporation 1
Indian Institute of Technology, Madras 1
Korea Institute of Science and Technology 1
Alcatel-Lucent 1
Mathematical Research Institute, Utrecht University 1
Defence Science and Technology Laboratory 1
Winthrop University 1
University of Nebraska - Lincoln 1
Stony Brook University 1
Universite Hassan 1er 1
Universidad Autonoma de Madrid 1
Clark University 1
Polytechnic University, Gdansk 1
Complutense University of Madrid 1
Oracle Corporation 1
University of Hamburg 1
Palo Alto Research Center 1
St. Louis University 1
Siemens AG 1
Sunnybrook Health Sciences Centre 1
California State University Long Beach 1
Institute of Chemical Methodologies, Rome 1
University of California, Riverside 1
University of Aarhus 1
North-West University 1
Teikyo Heisei University 1
Ford Motor 1
University of Missouri-St. Louis 1
Gettysburg College 1
Temple University 1
California State University Los Angeles 1
University of Copenhagen 1
Universite Jean Monnet Saint-Etienne 1
University of Gottingen 1
Universidad Catolica de la Santisima Concepcion 1
Universite de Perpignan 1
Utah State University 1
Michigan State University 1
Miami University Oxford 1
Michoacan University of Saint Nicholas of Hidalgo 1
Eindhoven University of Technology 1
Honeywell Intl. 1
Public University of Navarrea 1
Colegio de Postgraduados 1
University College of Boras 1
Wake Forest University 1
University of Leicester 1
University of Idaho 1
Vilnius University 1
National Institute for Research and Development in Informatics 1
University of Puerto Rico-Mayaguez 1
Weierstrass Institute for Applied Analysis and Stochastics 1
Hydrological Service of Israel 1
Toyota Technological Institute at Chicago 1
Edinboro University of Pennsylvania 1
NVIDIA 1
National Chiao Tung University Taiwan 1
Lubeck University 1
MITRE Corporation 1
Mathematical Sciences Research Institute 1
Verizon Communications 1
The Council for Scientific and Industrial Research 1
Ca' Foscari University of Venice 1
Institute of Ocean Sciences, Fisheries and Oceans Canada 1
Beihang University 1
Brno University of Technology 1
VA Medical Center 1
Lappeenranta University of Technology 1
University of Massachusetts Amherst 1
Danish Meteorological Institute 1
Kalamazoo College 1
Fordham University 1
CPB Netherlands Bureau for Economic Policy Analysis 1
Chuo University 1
University of Kansas Lawrence 1
Keimyung University 1
SAIC 1
University of Trento 1
Max Planck Institute for Dynamics of Complex Technical Systems 1
University of Witwatersrand 1
United States National Aeronautics and Space Administration 1
Riken 1
Weizmann Institute of Science Israel 1
INRIA Lorraine 1
The University of North Carolina System 1
University of South Carolina 1
Wright State University 1
Tamkang University 1
Polytechnic School of Montreal 1
University of Southern Denmark 1
Bloomsburg University 1
Ethyl Corporation 1
Universite de Bretagne Occidentale 1
European Organization for Nuclear Research 1
US Naval Underwater Systems Center 1
Fort Hays State University 1
University of Calabria 1
Bucknell University 1
University of Canterbury 1
Humboldt State University 1
Royal Holloway University of London 1
Brunel University 1
Harvard-Smithsonian Center for Astrophysics 1
Flinders University of South Australia 1
California State University Northridge 1
RIKEN (The Institute of Physical and Chemical Research) 1
Indiana University 1
National Center for Atmospheric Research 1
Institute of Chemical Technology, Prague 1
ExxonMobil 1
University of Florence 1
The University of Warwick 1
Aalborg University 1
University of Durham 1
Davidson College 1
Technion - Israel Institute of Technology 1
University of Graz 1
Waseda University 1
Universite Claude Bernard Lyon 1 1
Institute of Marine Research 1
Universite Libre de Bruxelles 1
Rutgers University-Newark Campus 1
California State University Fullerton 1
National University of Cordoba 1
Humboldt University of Berlin 1
Western Michigan University 1
Universidad Central de Venezuela 1
Universite Pierre et Marie Curie 1
Johns Hopkins Hospital 1
Royal Institute of Technology 1
University of Amsterdam 1
Institute for Infocomm Research, A-Star, Singapore 1
Chinese University of Hong Kong 1
Illinois Institute of Technology 1
University of Helsinki 1
University of Haifa 1
Radcliffe Infirmary 1
Ohio State University 1
Arizona State University 1
Queens College, City University of New York 1
Cleveland State University 1
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 1
ANSYS, Inc. 1
University of Geneva 1
Proudman Oceanographic Laboratory 1
University of Parma 1
University of Illinois 1
Nanyang Technological University 1
James Madison University 1
Bogazici University 1
University of Wisconsin Eau Claire 1
Unisys 1
University of Missouri-Columbia 1
MIT Computer Science and Artificial Intelligence Laboratory 1
NASA Goddard Space Flight Center 1
Bayer 1
University of Salerno 1
Academy of Economic Studies, Bucharest 1
Lulea University of Technology 1
University of Rochester Laboratory for Laser Energetics 1
Universitat Politecnica de Catalunya 1
German Aerospace Center 1
Technical University in Braunschweig 1
University of Copenhagen, Faculty of Life Sciences 1
University of Sao Paulo 1
Massey University 1
University of Bradford 1
National University of Ireland, Galway 1
Hong Kong University of Science and Technology 1
Educational Testing Service 1
University of California , Merced 1
Linkoping University 1
Universite des Sciences et Technologies de Lille 1
University of Adelaide 1
Tampere University of Technology 1
Universite Paris 13 1
Washington State University 1
University of KwaZulu-Natal 1
University of Ulm 1
National Physical Laboratory 1
Ohio University Athens 1
Baylor University 1
University of Reading 1
University of Oregon 1
University of East Anglia 2
University of Munster 2
SRI International 2
General Motors 2
Kansas State University 2
University of Erlangen-Nuremberg 2
NASA Langley Research Center 2
Catholic University of Louvain 2
Loughborough University 2
Emory University 2
University of Crete 2
University of Stellenbosch 2
Universidad Carlos III de Madrid 2
University of Sheffield 2
University of Ontario Institute of Technology 2
Victoria University of Wellington 2
Northeastern Illinois University 2
McGill University 2
Delaware State University 2
University of Siena 2
Universidad de la Laguna 2
Austrian Academy of Sciences 2
University of Peloponnese 2
Uppsala University 2
Marshall University 2
Oberlin College 2
Laboratoire d'Analyse et d'Architecture des Systemes 2
University of Houston 2
Google Inc. 2
Brookhaven National Laboratory 2
The University of Hong Kong 2
City University of New York 2
Louisiana State University 2
Ames Laboratory 2
CNRS Centre National de la Recherche Scientifique 2
Bremen University 2
Naval Surface Warfare Center Dahlgren Division 2
Ontario Cancer Institute 2
Colorado State University 2
IBM Almaden Research Center 2
Wayne State University 2
Escuela Tecnica Superior de Ingenieros de Telecomunicacion, Madrid 2
Defence College of Management and Technology 2
Fudan University 2
University of Innsbruck 2
University of Groningen 2
University of Colorado at Colorado Springs 2
Cairo University 2
HP Labs 2
University of Rhode Island 2
Eastern Washington University 2
Polytechnic Institute of Turin 2
Georgia State University 2
United States Geological Survey Central Region 2
Czech Technical University in Prague 2
Martin Luther University of Halle-Wittenberg 2
General Dynamics 2
University of Maryland, Baltimore 2
Sun Microsystems 2
University of Texas M. D. Anderson Cancer Center 2
Royal Roads University 2
Wolfram Research, Inc. 2
University of Stuttgart 2
Charles Stark Draper Lab Inc 2
Carleton University 2
Bowling Green State University 2
University of Wisconsin 2
Universite Paris Sorbonne - Paris IV 2
Universite de la Mediterranee Aix-Marseille II 2
Foundation for Research and Technology-Hellas 2
Chinese Academy of Sciences 2
Graz University of Technology 2
University of Minho 2
Hewlett-Packard 2
University of Bristol 2
Texas Tech University at Lubbock 2
Technical University of Clausthal 2
Johannes Kepler University Linz 2
The Johns Hopkins University Applied Physics Laboratory 2
The Babcock & Wilcox Company 2
Ecoles polytechniques federales 2
Pacific Northwest National Laboratory 2
Cardiff University 2
Osaka University 2
Parthenope University of Naples 2
University of Tokyo 2
Stanford Linear Accelerator Center 2
Clarkson University 2
University of Camerino 2
University of Paisley 2
Ben-Gurion University of the Negev 2
Naval Research Laboratory 2
University of California, Los Angeles 2
National Telecommunications and Information Administration 2
Technical University of Madrid 2
University of Athens 2
The University of Georgia 2
Autonomous Technological Institute of Mexico 2
University of Bath 2
Shell 2
Syracuse University 2
University of California, San Diego 2
Hiroshima University 2
Nortel Networks 2
Universite de Nantes 2
University of Verona 2
University of Cagliari 2
University of Electro-Communications 2
Arkansas State University 2
Laval University 2
Indian Institute of Technology, Delhi 2
Zuse Institute Berlin 2
Griffith University 2
Naval Postgraduate School 2
California State University 2
Gonzaga University 2
University of Nis 2
Philips Research Europe, Belgium 2
University of Cyprus 2
Yahoo Inc. 2
Case Western Reserve University 3
University of Texas at San Antonio 3
Iowa State University 3
Technical University of Sofia 3
University of Modena and Reggio Emilia 3
Institute for Telecommunication Sciences 3
Leibniz Universitat Hannover 3
University College Dublin 3
Energy Information Administration 3
University of Pennsylvania 3
Old Dominion University 3
University of Texas at El Paso 3
Commissariat a L'Energie Atomique CEA 3
Chemnitz University of Technology 3
Fritz Haber Institute of the Max Planck Society 3
United Arab Emirates University 3
National Instruments 3
University of Texas at Dallas 3
National Research Council Canada 3
Universitat d'Alicante 3
Kyoto University 3
Technical University of Darmstadt 3
University of Wurzburg 3
Oregon State University 3
Indian Institute of Technology, Bombay 3
Hong Kong Baptist University 3
Drexel University 3
Colorado School of Mines 3
University of Washington 3
San Jose State University 3
Marquette University 3
Memorial University of Newfoundland 3
Loyola Marymount University 3
Computer Sciences Corporation - USA 3
Technical University of Munich 3
University of Liverpool 3
University of Connecticut 3
Lockheed Martin Space Systems 3
University of Wuppertal 3
University of Strathclyde 3
The University of North Carolina at Chapel Hill 3
University of Teesside 3
Microsoft 3
Clemson University 3
Swiss Federal Institute of Technology, Lausanne 3
University of New South Wales 3
Lund University 3
Universite Joseph Fourier 3
State University of Campinas 3
Aerospace Corporation 3
MRC Clinical Research Centre 3
Federal University of Minas Gerais 3
University of Regina 3
University of Milan 3
Rutgers University 3
California Institute of Technology 3
Pontifical Catholic University of Rio de Janeiro 3
Harvard School of Public Health 3
University of the Saarland 3
University of Iceland 3
University of Padua 4
Vienna University of Economics and Business Administration 4
Florida State University 4
University of Victoria 4
Courant Institute of Mathematical Sciences 4
NASA Ames Research Center 4
University of Auckland 4
Delft University of Technology 4
Facultes Universitaires Notre-Dame de la Paix 4
AT&T Laboratories Florham Park 4
Poznan University of Technology 4
Australian National University 4
University of Arizona 4
RMIT University 4
Brown University 4
University of Kiel 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
University of Hawaii at Manoa 4
Saint Mary's University 4
Michigan Technological University 4
University of New Brunswick 4
Vienna University of Technology 4
Cray Inc. 4
Simon Fraser University 4
Georgia Institute of Technology 4
Naval Surface Warfare Center 4
University of Virginia 4
University Michigan Ann Arbor 4
NASA Glenn Research Center 4
University of Roma Tor Vergata 4
University of Pisa 4
University of Southern California 4
University of Minnesota Twin Cities 4
Columbia University 4
IRIT Institut de Recherche Informatique de Toulouse 4
Harwell Lab 4
University of Texas System 4
University of New Mexico 4
V.M.Glushkov Institute of Cybernetics 4
University of Waikato 5
Los Alamos National Laboratory 5
Forschungszentrum Julich GmbH 5
Utrecht University 5
Duke University 5
Northern Illinois University 5
University of Colorado at Denver 5
Florida Institute of Technology 5
Universidad Politecnica de Valencia 5
Queen's University, Kingston 5
Philips Research 5
National University of Singapore 5
Technical University of Dresden 5
University of Birmingham 5
Leiden University 5
University of Delaware 5
University of Bayreuth 5
Politecnico di Milano 5
University of Vienna 5
University of Edinburgh 5
University of Illinois at Chicago 5
Ball State University 5
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications 5
Karlsruhe Institute of Technology, Campus South 5
Queen's University Belfast 5
Union Carbide Corporation 5
University of Alberta 5
Ryerson University 5
University of Cambridge 5
Universite de Lyon 5
Simula Research Laboratory 6
Cranfield University 6
University of California, Irvine 6
Harvard University 6
University of Oslo 6
University of Saskatchewan 6
University College London 6
University of Bari 6
University of Oxford 6
Kent State University 6
CERFACS 6
University of Queensland 6
Concordia University, Montreal 6
Johns Hopkins University 7
Ecole Normale Superieure de Lyon 7
La Trobe University 7
GM Research Lab 7
The University of Western Ontario 7
Norwegian University of Science and Technology 7
Monash University 7
University of Coimbra 7
University of Iowa 7
Carnegie Mellon University 7
University of Ottawa, Canada 7
University of California, Santa Barbara 7
University of Chicago 7
Commonwealth Scientific and Industrial Research Organization 7
Academy of Sciences of the Czech Republic (Avcr.Cz) 7
University of Western Australia 7
McMaster University 7
Yale University 8
Technical University of Berlin 8
University of Louisiana at Lafayette 8
University of Cantabria 8
University of Pittsburgh 8
Dalhousie University 8
The University of Tennessee System 8
Universidad de Zaragoza 8
Swiss Federal Institute of Technology, Zurich 8
Tokyo Institute of Technology 8
INRIA Sophia Antipolis 8
Intel Corporation 8
United Kingdom Atomic Energy Authority 9
North Carolina State University 9
Tel Aviv University 9
University of Zagreb 9
University of Kent 9
University of Leeds 9
University of California, Davis 9
Sandia National Laboratories 9
University of Kentucky 9
The College of William and Mary 9
Italian National Research Council 9
University of Roma La Sapienza 9
Northwestern University 10
Washington State University Pullman 10
Texas A and M University 10
University of Twente 10
New York University 10
The University of British Columbia 11
University of Bologna 11
University of Bergen 11
Ghent University 11
University of Wisconsin Madison 12
York University Canada 12
Princeton University 13
Cornell University 13
Jet Propulsion Laboratory 13
Technical University of Denmark 13
Sandia National Laboratories, California 13
Southern Methodist University 13
University of Montreal 14
University of Notre Dame 14
Pennsylvania State University 15
Universidad Jaume I 15
University of Antwerp 15
University of Maryland 15
Rensselaer Polytechnic Institute 15
Numerical Algorithms Group 15
University of Colorado at Boulder 16
Massachusetts Institute of Technology 16
Imperial College London 17
University of Naples Federico II 18
Boeing Corporation 18
Rice University 19
IBM Thomas J. Watson Research Center 19
Oak Ridge National Laboratory 19
Catholic University of Leuven 19
University of Illinois at Urbana-Champaign 20
Center for Mathematics and Computer Science - Amsterdam 20
IBM 20
University of North Texas 20
Lawrence Livermore National Laboratory 20
University of Manchester 21
RWTH Aachen University 21
University of Utah 21
University of Waterloo 24
University of Tennessee, Knoxville 24
Stanford University 25
Virginia Tech 31
National Institute of Standards and Technology 32
Lawrence Berkeley National Laboratory 33
Umea University 34
Alcatel-Lucent Bell Labs 36
University of California, Berkeley 41
University of Toronto 43
University of Florida 44
Rutherford Appleton Laboratory 48
Purdue University 59
University of Texas at Austin 66
Sandia National Laboratories, New Mexico 72
Argonne National Laboratory 83

ACM Transactions on Mathematical Software (TOMS)
Archive


2016
Volume 42 Issue 4, June 2016  Issue-in-Progress
Volume 42 Issue 3, June 2016
Volume 42 Issue 2, June 2016
Volume 42 Issue 1, February 2016

2015
Volume 41 Issue 4, October 2015
Volume 41 Issue 3, June 2015
Volume 41 Issue 2, January 2015

2014
Volume 41 Issue 1, October 2014
Volume 40 Issue 4, June 2014
Volume 40 Issue 3, April 2014
Volume 40 Issue 2, February 2014

2013
Volume 40 Issue 1, September 2013
Volume 39 Issue 4, July 2013
Volume 39 Issue 3, April 2013
Volume 39 Issue 2, February 2013

2012
Volume 39 Issue 1, November 2012
Volume 38 Issue 4, August 2012
Volume 38 Issue 3, April 2012

2011
Volume 38 Issue 2, December 2011
Volume 38 Issue 1, November 2011
Volume 37 Issue 4, February 2011

2010
Volume 37 Issue 3, September 2010
Volume 37 Issue 2, April 2010
Volume 37 Issue 1, January 2010

2009
Volume 36 Issue 4, August 2009
Volume 36 Issue 3, July 2009
Volume 36 Issue 2, March 2009
Volume 36 Issue 1, March 2009
Volume 35 Issue 4, February 2009

2008
Volume 35 Issue 3, October 2008
Volume 35 Issue 2, July 2008
Volume 35 Issue 1, July 2008
Volume 34 Issue 4, July 2008
Volume 34 Issue 3, May 2008
Volume 34 Issue 2, March 2008
Volume 34 Issue 1, January 2008

2007
Volume 33 Issue 4, August 2007
Volume 33 Issue 3, August 2007
Volume 33 Issue 2, June 2007
Volume 33 Issue 1, March 2007

2006
Volume 32 Issue 4, December 2006
Volume 32 Issue 3, September 2006
Volume 32 Issue 2, June 2006
Volume 32 Issue 1, March 2006

2005
Volume 31 Issue 4, December 2005
Volume 31 Issue 3, September 2005 Special issue on the Advanced CompuTational Software (ACTS) Collection
Volume 31 Issue 2, June 2005
Volume 31 Issue 1, March 2005

2004
Volume 30 Issue 4, December 2004
Volume 30 Issue 3, September 2004
Volume 30 Issue 2, June 2004
Volume 30 Issue 1, March 2004

2003
Volume 29 Issue 4, December 2003
Volume 29 Issue 3, September 2003
Volume 29 Issue 2, June 2003
Volume 29 Issue 1, March 2003

2002
Volume 28 Issue 4, December 2002
Volume 28 Issue 3, September 2002
Volume 28 Issue 2, June 2002
Volume 28 Issue 1, March 2002

2001
Volume 27 Issue 4, December 2001
Volume 27 Issue 3, September 2001
Volume 27 Issue 2, June 2001
Volume 27 Issue 1, March 2001

2000
Volume 26 Issue 4, Dec. 2000
Volume 26 Issue 3, Sept. 2000
Volume 26 Issue 2, June 2000 Special issue in honor of John Rice's 65th birthday
Volume 26 Issue 1, March 2000

1999
Volume 25 Issue 4, Dec. 1999
Volume 25 Issue 3, Sept. 1999
Volume 25 Issue 2, June 1999
Volume 25 Issue 1, March 1999

1998
Volume 24 Issue 4, Dec. 1998
Volume 24 Issue 3, Sept. 1998
Volume 24 Issue 2, June 1998
Volume 24 Issue 1, March 1998

1997
Volume 23 Issue 4, Dec. 1997
Volume 23 Issue 3, Sept. 1997
Volume 23 Issue 2, June 1997
Volume 23 Issue 1, March 1997

1996
Volume 22 Issue 4, Dec. 1996
Volume 22 Issue 3, Sept. 1996
Volume 22 Issue 2, June 1996
Volume 22 Issue 1, March 1996

1995
Volume 21 Issue 4, Dec. 1995
Volume 21 Issue 3, Sept. 1995
Volume 21 Issue 2, June 1995
Volume 21 Issue 1, March 1995

1994
Volume 20 Issue 4, Dec. 1994
Volume 20 Issue 3, Sept. 1994
Volume 20 Issue 2, June 1994
Volume 20 Issue 1, March 1994

1993
Volume 19 Issue 4, Dec. 1993
Volume 19 Issue 3, Sept. 1993
Volume 19 Issue 2, June 1993
Volume 19 Issue 1, March 1993

1992
Volume 18 Issue 4, Dec. 1992
Volume 18 Issue 3, Sept. 1992
Volume 18 Issue 2, June 1992
Volume 18 Issue 1, March 1992

1991
Volume 17 Issue 4, Dec. 1991
Volume 17 Issue 3, Sept. 1991
Volume 17 Issue 2, June 1991
Volume 17 Issue 1, March 1991

1990
Volume 16 Issue 4, Dec. 1990
Volume 16 Issue 3, Sept. 1990
Volume 16 Issue 2, June 1990
Volume 16 Issue 1, March 1990

1989
Volume 15 Issue 4, Dec. 1989
Volume 15 Issue 3, Sept. 1989
Volume 15 Issue 2, June 1989
Volume 15 Issue 1, March 1989

1988
Volume 14 Issue 4, Dec. 1988
Volume 14 Issue 3, Sept. 1988
Volume 14 Issue 2, June 1988
Volume 14 Issue 1, March 1988

1987
Volume 13 Issue 4, Dec. 1987
Volume 13 Issue 3, Sept. 1987
Volume 13 Issue 2, June 1987
Volume 13 Issue 1, March 1987

1986
Volume 12 Issue 4, Dec. 1986
Volume 12 Issue 3, Sept. 1986
Volume 12 Issue 2, June 1986
Volume 12 Issue 1, March 1986 The MIT Press scientific computation series

1985
Volume 11 Issue 4, Dec. 1985
Volume 11 Issue 3, Sept. 1985
Volume 11 Issue 2, June 1985
Volume 11 Issue 1, March 1985

1984
Volume 10 Issue 4, Dec. 1984
Volume 10 Issue 3, Sept. 1984
Volume 10 Issue 2, June 1984
Volume 10 Issue 1, March 1984

1983
Volume 9 Issue 4, Dec. 1983
Volume 9 Issue 3, Sept. 1983
Volume 9 Issue 2, June 1983
Volume 9 Issue 1, March 1983

1982
Volume 8 Issue 4, Dec. 1982
Volume 8 Issue 3, Sept. 1982
Volume 8 Issue 2, June 1982
Volume 8 Issue 1, March 1982

1981
Volume 7 Issue 4, Dec. 1981
Volume 7 Issue 3, Sept. 1981
Volume 7 Issue 2, June 1981
Volume 7 Issue 1, March 1981

1980
Volume 6 Issue 4, Dec. 1980
Volume 6 Issue 3, Sept. 1980
Volume 6 Issue 2, June 1980
Volume 6 Issue 1, March 1980

1979
Volume 5 Issue 4, Dec. 1979
Volume 5 Issue 3, Sept. 1979
Volume 5 Issue 2, June 1979
Volume 5 Issue 1, March 1979

1978
Volume 4 Issue 4, December 1978
Volume 4 Issue 3, Sept. 1978
Volume 4 Issue 2, June 1978
Volume 4 Issue 1, March 1978

1977
Volume 3 Issue 4, Dec. 1977
Volume 3 Issue 3, Sept. 1977
Volume 3 Issue 2, June 1977
Volume 3 Issue 1, March 1977

1976
Volume 2 Issue 4, Dec. 1976
Volume 2 Issue 3, Sept. 1976
Volume 2 Issue 2, June 1976
Volume 2 Issue 1, March 1976

1975
Volume 1 Issue 4, Dec. 1975
Volume 1 Issue 3, Sept. 1975
Volume 1 Issue 2, June 1975
Volume 1 Issue 1, March 1975
 
All ACM Journals | See Full Journal Index