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Systematic Alias Sampling

In this article, 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... (more)

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... (more)

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... (more)

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... (more)

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

Voronoi diagrams are useful for spatial reasoning, and the robust and efficient construction of the... (more)

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... (more)

Algorithm 966

In the last few decades, the search for exact algorithms for known 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 be able to find optimal solutions for large instances in a matter of minutes. In this work, we discuss an ILP-based algorithm... (more)

Algorithm 967

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... (more)

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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
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.

Optimizing the NIST Statistical Test Suite and the Berlekamp-Massey algorithm

The NIST Statistical Test Suite is one of the most popular tools for randomness analysis. This test battery is widely used but its implementation is quite inefficient. Complete randomness analysis using the NIST STS can take hours on a standard computer when the tested data volume is in the order of GBs. We improved the most time consuming tests (Spectral, Linear complexity) of the previous most efficient implementation of the NIST STS. We also optimised other tests and achieved minimal overall speed-up 38.5x compared to the NIST STS reference implementation. This means that 20 MB of data can be tested within a minute using our new optimised version of the NIST STS. To speed up the Linear complexity test, we proposed a new version of the Berlekamp-Massey algorithm computing just the linear complexity of a sequence. This new variant does not construct a linear feedback shift register and it is about 1.5 times faster than the standard version of the Berlekamp-Massey algorithm.

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.

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.

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.

\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.

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.

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...

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Bibliometrics

Publication Years 1975-2016
Publication Count 1468
Citation Count 13312
Available for Download 1468
Downloads (6 weeks) 4645
Downloads (12 Months) 43785
Downloads (cumulative) 979755
Average downloads per article 667
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
Enrique Quintana-Ortí 7
Ralph Kearfott 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
Sven Hammarling 6
Anders Logg 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
Patrick Gaffney 5
Thomas Coleman 5
Jerzy Waśniewski 5
Philippe Toint 5
Paul Muir 5
Kendall Atkinson 5
Graeme Fairweather 5
Tony Chan 5
Van Van Snyder 5
Jarle Berntsen 5
Richard Sincovec 5
Sivan Toledo 5
Alexander Morgan 5
Krzysztof Sikorski 5
William Mitchell 5
Anil Rao 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
Naren Ramakrishnan 4
Norman Schryer 4
Uwe Naumann 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
Phyllis Fox 3
Frank Stenger 3
Granville Sewell 3
Fayez Alhargan 3
Kenneth Hillstrom 3
Andrew Conn 3
Steven Benson 3
John Gunnels 3
Margaret Wright 3
Charles Gear 3
Silvano Martello 3
Richard Simard 3
Luís Vicente 3
Wolfgang Hörmann 3
Willy Govaerts 3
Shaun Forth 3
Norman Gibbs 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
Armido Didonato 3
Alfred Morris 3
Alan Jennings 3
Jonathan Hogg 3
William Brown 3
R Brankin 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
David Shanno 3
Mariarosaria Rizzardi 3
Martin Berzins 3
Yozo Hida 3
Peter Benner 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
Steven Pruess 3
Julien Langou 3
Roscoe Bartlett 3
Arnold Neumaier 3
Salvatore Filippone 3
Grazia Lotti 3
Bruce Schmeiser 3
Chao Yang 3
Lars Karlsson 3
Danny Sorensen 3
Christoph Lauter 3
Andrew Sommese 3
John Rice 3
Tzemeng Low 3
Ron Brown 3
Kristján Jónasson 3
Bruno Lang 3
Niel Madsen 3
Stavros Zenios 3
Toyat Cheung 3
Giulio Giunta 3
Masao Kodama 3
Kanghoh Phua 3
J Diaz 3
Robert Granat 3
Garth Wells 3
Michael Berry 3
Eric Grosse 3
David Stoutemyer 3
Wolfgang Bangerth 3
Gil Shklarski 2
Mark Shephard 2
Thomas Patterson 2
François Rouet 2
U Pape 2
Gopal Gupta 2
A Abrham 2
Karin Bennett 2
John Edwards 2
Paolo Costantini 2
D Le 2
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John Nazareth 2
Kjell Gustafsson 2
Yihua Bai 2
Michael Engquist 2
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Hayato Waki 2
Richard O'Neill 2
Robert Piessens 2
Richard Wang 2
Walter Anderson 2
Herman Watts 2
Nabih Abdelmalek 2
William Poole 2
Meiyue Shao 2
Jean Dumas 2
Markus Neher 2
Roy Wampler 2
Paul Zimmermann 2
Martin Alnaes 2
Michael Vrahatis 2
John Butcher 2
David Eyre 2
Timo Betcke 2
T Lam 2
William Eddy 2
Randall Shirts 2
Luc Giraud 2
Jan Vlček 2
Brian Gunter 2
Bjarne Andersen 2
Michael Liepelt 2
Geza Schrauf 2
Josef Leydold 2
Marco Marletta 2
Zdenek Picel 2
Alan Hindmarsh 2
ACM TOMS Staff 2
Leroy Drummond 2
Joel Tendler 2
Jose Román 2
Mark Jones 2
Vivek Sarin 2
Heidi Thornquist 2
Roland Sweet 2
Ashok Srinivasan 2
Dennis Verschaeren 2
Axel Ruhe 2
Raymond Spiteri 2
Alex Morgan 2
John Dennis, 2
P Dew 2
Camila Francolin 2
Victor Norton 2
S Considine 2
William Stewart 2
Thomas Fairgrieve 2
Leonard Gray 2
S Pennington 2
Andrea Walther 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
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Jerome Friedman 2
David Watkins 2
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Antoine Petitet 2
Françoise Tisseur 2
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M Weston 2
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K Hiebert 2
Barry Brown 2
João Soares 2
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Paul Calamai 2
D Barry 2
Wolfgang Janko 2
Louis Rall 2
Mohamed el Lozy 2
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Zvonimir Bujanović 2
P Prince 2
H Bücker 2
John Mcnamee 2
John Gilbert 2
David Silvester 2
Frank Olver 2
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Theodore Bickart 2
P Culligan-Hensley 2
Spencer Shellman 2
L Stoltz 2
Charles Duris 2
Charles Van Loan 2
Per Thomsen 2
Dennis Snow 2
David Melgaard 2
Jorge Leis 2
David Spooner 2
Roger Abernathy 2
Guangning Tan 2
Kevin Broughan 2
Harvey Greenberg 2
Allan Macleod 2
Klaus Schittkowski 2
Brigitte Verdonk 2
Philip Gill 2
John Roulier 2
John Jezioranski 2
Inderjit Dhillon 2
Stephen Peters 2
Michael Giles 2
Nathan Bell 2
Ladislav Lukšan 2
Masha Sosonkina 2
Joseph Flaherty 2
Ann Catlin 2
Xiaobai Sun 2
J Yohe 2
Hans Langtangen 2
Walter Murray 2
Richard Byrd 2
David McAllister 2
John Mulvey 2
Dirk Laurie 2
Bryan Marker 2
George Hall 2
Ali Bouaricha 2
Cleve Moler 2
Donald Ramirez 2
Charles Dunkl 2
Greg Henry 2
Robert Russell 2
J Christiansen 2
Per Hansen 2
Leslie Foster 2
Jan Olszewski 2
Jeffrey Vitter 2
Sunyoung Kim 2
Piotr Luszczek 2
S Barry 2
Nikos Chrisochoides 2
Yves Nievergelt 2
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Mauro Dell'Amico 2
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Rida Farouki 2
Mohamed Kamel 2
Theodore Papatheodorou 2
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Karl Deckers 1
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Stephen Lucas 1
Bohan Dong 1
Radu Serban 1
Victoria Howle 1
Brandt Belson 1
Stefania Corsaro 1
Raúl De La Cruz 1
ZdenEK Pruša 1
Pavel Rajmic 1
Benedikt Rudolph 1
Carlo Janna 1
Marc Pfetsch 1
Benjamin Seibold 1
George Geist 1
Jacek Błażewicz 1
Jacques Cohen 1
Kenneth Weber 1
Jacek Kierzenka 1
Stephen Sullivan 1
David Price 1
Lakshman Yagati 1
Erich Kaltofen 1
Ctirad Matonoha 1
Florian Potra 1
Dole Minh 1
P Papachiou 1
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Saleem Mohideen 1
Serge Cote 1
Jimmy Iskandar 1
Emma Bradbury 1
Yaroslav Sergeyev 1
George Cole 1
Yongkang Zhu 1
Tiancheng Li 1
Theodosios Pavlidis 1
Calvin William 1
David Arney 1
Christopher Kormanyos 1
Margreet Louter-Nool 1
Patrick Worley 1
Chou Chen 1
Lee Appelbaum 1
Anuroop Sharma 1
Ichitaro Yamazaki 1
Kesheng Wu 1
L Rothschild 1
P van der Houwen 1
Evgueni Ovtchinnikov 1
F Testa 1
Daniel Steffy 1
Lexing Ying 1
Lori Diachin 1
Sven Hammerling 1
W Cody 1
T Dekker 1
Marco Morandini 1
Hans Stetter 1
A van Swieten 1
Robert Fourer 1
Kent Mardal 1
Peter Kornerup 1
Nicolas Louvet 1
Koonchan Kim 1
Samuel Figueroa 1
Sandra Santos 1
James Baglama 1
Daniela Calvetti 1
Jules Lambiotte 1
Burton Leathers 1
M Verhaegen 1

Affiliation Paper Counts
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
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
Tech-X Corporation 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
University of Chemistry and 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
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
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
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
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
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
Gottfried Wilhelm Leibniz Universitat 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, The State University of New Jersey 3
California Institute of Technology 3
Pontifical Catholic University of Rio de Janeiro 3
Harvard School of Public Health 3
Saarland University 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 43 Issue 3, August 2016  Issue-in-Progress
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2015
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2014
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2013
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2012
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2011
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2010
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2009
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2008
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2007
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2006
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2005
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2004
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2003
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2002
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2001
Volume 27 Issue 4, December 2001
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2000
Volume 26 Issue 4, Dec. 2000
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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
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1998
Volume 24 Issue 4, Dec. 1998
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1997
Volume 23 Issue 4, Dec. 1997
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1996
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1995
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1994
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1993
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1992
Volume 18 Issue 4, Dec. 1992
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1991
Volume 17 Issue 4, Dec. 1991
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1990
Volume 16 Issue 4, Dec. 1990
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1989
Volume 15 Issue 4, Dec. 1989
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1988
Volume 14 Issue 4, Dec. 1988
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1987
Volume 13 Issue 4, Dec. 1987
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Volume 13 Issue 2, June 1987
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1986
Volume 12 Issue 4, Dec. 1986
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Volume 12 Issue 1, March 1986 The MIT Press scientific computation series

1985
Volume 11 Issue 4, Dec. 1985
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1984
Volume 10 Issue 4, Dec. 1984
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1983
Volume 9 Issue 4, Dec. 1983
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Volume 9 Issue 2, June 1983
Volume 9 Issue 1, March 1983

1982
Volume 8 Issue 4, Dec. 1982
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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
 
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