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A Sparse Symmetric Indefinite Direct Solver for GPU Architectures

In recent years, there has been considerable interest in the potential for graphics processing units (GPUs) to speed up the performance of sparse... (more)

Sampling Exactly from the Normal Distribution

An algorithm for sampling exactly from the normal distribution is given. The algorithm reads some number of uniformly distributed random digits in a given base and generates an initial portion of the representation of a normal deviate in the same base. Thereafter, uniform random digits are copied directly into the representation of the normal... (more)

Testing Matrix Function Algorithms Using Identities

Algorithms for computing matrix functions are typically tested by comparing the forward error with the product of the condition number and the unit... (more)

ShearLab 3D

Wavelets and their associated transforms are highly efficient when approximating and analyzing one-dimensional signals. However, multivariate signals such as images or videos typically exhibit curvilinear singularities, which wavelets are provably deficient in sparsely approximating and also in analyzing in the sense of, for instance, detecting... (more)

Algorithm 955

New approximations for the inverse of the incomplete gamma function are derived, which are used to develop efficient evaluations of the inverse Poisson cumulative distribution function. An asymptotic approximation based on the standard Normal approximation is particularly good for CPUs with MIMD cores, while for GPUs and other hardware with vector... (more)

Remark on “Algorithm 673

This remark presents a correction to Algorithm 673 (dynamic Huffman coding) [Vitter 1989] and its translation to MATLAB.... (more)

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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.


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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

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.

VBF: A Library of C++ Classes for Vector Boolean Functions in Cryptography

Remark on algorithm 916: computing the Faddeyeva and Voigt functions: Efficiency Improvements and Fortran Translation

Algorithm xxx -- FORTRAN 77 Subroutines for the Solution of Skew-Hamiltonian/Hamiltonian Eigenproblems

An experimental exploration of Marsaglia's xorshift generators, scrambled

The BLIS Framework: Experiments in Portability

Parameterized Complexity of Discrete Morse Theory

PUMI: Parallel Unstructured Mesh Infrastructure

What are the Correct Results for the Special Values of the Operands of the Power Operation?

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

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 Toolbox (LTFAT). It provides implementations of various generalizations of the well-known Mallat's algorithm (iterated filterbank) such that completely general filterbank trees, dual-tree complex wavelet transforms and wavelet packets can be created. The resulting transforms can be equivalently represented as filterbanks and analyzed as filterbank frames using fast algorithms.

Algorithm xxx: BACOLI: B-spline Adaptive Collocation Software for PDEs with Interpolation-based Spatial Error Control

Competitive Divide-and-Conquer Algorithm for Unconstrained Large Scale Black-Box Optimization

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 equations with varying coefficients. Since the number of systems is large enough to offer considerable parallelism on many-core systems, the choice between different tridiag- onal solution algorithms, such as Thomas, CR (Cyclic Reduction) or PCR (Parallel Cyclic Reduction) needs to be re-examined. This work investigates the optimal choice of tridiagonal algorithm for CPUs and GPUs with a focus on minimizing the amount of data transfer to and from the main memory, and maximizing the achieved bandwidth. It also considers block tridiagonal solutions which are sometimes required in CFD (Computational Fluid Dynamic) applications.

Algorithm xxx: An efficient algorithm to compute the genus of discrete surfaces and applications to turbulent flows

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 defined in a structured-collocated grid, as those obtained by thresholding a scalar field, and does not require any triangulation of the data. This makes the algorithm fast, memory-efficient and suitable for large datasets. Applications to the characterization of complex surfaces in turbulent flows are presented to illustrate the method.

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

A Parallel Geometric Multifrontal Solver Using Hierarchically Semiseparable Structure

Matslise 2.0: a Matlab toolbox for Sturm-Liouville computations

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 General Software Tool for Constructing Rank-1 Lattice Rules

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.

A radix-independent error analysis of the Cornea-Harrison-Tang method

An Efficient Hybrid Algorithm for the Separable Convex Quadratic Knapsack Problem

This paper considers the problem of minimizing a convex, separable quadratic function subject to a knapsack constraint and a box constraint. An algorithm called NAPHEAP is developed for solving this problem. The algorithm solves the Karush-Kuhn-Tucker system using a starting guess to the optimal Lagrange multiplier and updating the guess monotonically in the direction of the solution. The starting guess is computed using the variable fixing method or is supplied by the user. A key innovation in our algorithm is the implementation of a heap data structure for storing the break points of the dual function, and computing the solution of the dual problem. Also, a new version of the variable fixing algorithm is developed that is convergent even when the objective Hessian is not strictly positive definite. The hybrid algorithm NAPHEAP that uses a Newton-type method (variable fixing method, secant method, or Newton's method) to bracket a root, followed by a heap-based monotone break point search, can be faster than a Newton-type method by itself, as demonstrated in the numerical experiments.

A Nonlinear QR Algorithm for Banded Nonlinear Eigenvalue Problems

Estimation of Stochastic Covariance Models using a Continuum of Moment Conditions.

Algorithm ???: POLYNOMIAL: An object-oriented Matlab library of fast and efficient algorithms for polynomials

Matrix multiplication over word-size modular fields using approximate formulae

Replicated Computational Results (RCR) Report for A sparse symmetric indefinite direct solver for GPU architectures

A sparse symmetric indefinte direct solver for GPU architectures includes performance results and comparisons of the developed GPU direct solver against a CPU direct solver. New performance data were gathered using software provided by the authors on two new platforms and compared against the performance of the MUMPS direct solver. After completing this process, the published results are deemed irreproducible by the reviewer.

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

KBLAS: An Optimized Library for Dense Matrix-Vector Multiplication on GPU Accelerators

KBLAS is a new open source high performance library that provides optimized kernels for a subset of Level 2 BLAS functionalities on CUDA-enabled GPUs. Since performance of dense matrix-vector multiplication is hindered by the overhead of memory accesses, a double-buffering optimization technique is employed to overlap data motion with computation. After identifying a proper set of tuning parameters, KBLAS is able to efficiently run on various GPU architectures across different generations, avoiding the time-consuming step of code rewriting, while still being compliant with the standard BLAS API. Another advanced optimization technique allows to ensure coalesced memory access when dealing with submatrices, especially in the context of high level dense linear algebra algorithms. All four precisions KBLAS kernels have been leveraged to multi-GPUs environment, which requires the introduction of new APIs to ease users experiences on these challenging systems. The KBLAS performance outperforms existing state-of-the-art implementations on all matrix sizes, achieves asymptotically up to 50% and 60% speedup on single GPU and multi-GPUs systems, respectively, and validates our performance model. A subset of KBLAS high performance kernels has been integrated into NVIDIAs standard BLAS implementation (cuBLAS) for larger dissemination, starting version 6.0.

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 1426
Citation Count 12724
Available for Download 1426
Downloads (6 weeks) 4788
Downloads (12 Months) 46300
Downloads (cumulative) 957915
Average downloads per article 672
Average citations per article 9
First Name Last Name Award
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 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)
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 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
Fred Krogh 20
Robert Van De Geijn 19
John Reid 17
Jennifer Scott 17
Jack Dongarra 16
Bo Kågström 15
Donald Amos 14
Lawrence Shampine 14
Timothy Davis 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
Elias Houstis 9
Jeff Cash 9
Linda Kaufman 9
Walter Gautschi 8
Nico Temme 8
Ping Tang 8
Amparo Gil 8
Xiaoyesherry Li 8
Javier Segura 8
John Pryce 8
Patrick Keast 8
Nicholas Higham 7
Michael Heroux 7
Terje Espelid 7
Ronald Boisvert 7
Field Van Zee 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
Robert Ward 6
Sven Hammarling 6
Ian Gladwell 6
Nicholas Gould 6
Ronald Cools 6
Panos Pardalos 6
Annie Cuyt 6
Gilbert Stewart 6
Mauricio Resende 5
Paolo Bientinesi 5
Geoffrey Hill 5
Jeremy Du Croz 5
Tamar Schlick 5
Thomas Coleman 5
Patrick Gaffney 5
Jerzy Waśniewski 5
Philippe Toint 5
Kendall Atkinson 5
Graeme Fairweather 5
Tony Chan 5
Van Van Snyder 5
Jarle Berntsen 5
Sivan Toledo 5
Richard Sincovec 5
Pierre L'Écuyer 5
Alexander Morgan 5
Krzysztof Sikorski 5
William Mitchell 5
Yu Kuznetsov 5
Robert Schnabel 5
Paolo Toth 4
Ian Robinson 4
Wayne Dyksen 4
David Dodson 4
Daniel Kressner 4
Alan George 4
Paul Muir 4
Valerio Parisi 4
Francesco Zirilli 4
Jean Muller 4
Richard Lehoucq 4
Christof Vömel 4
Paul Bailey 4
Uwe Naumann 4
Naren Ramakrishnan 4
Christian Bischof 4
Norman Schryer 4
Werner Rheinboldt 4
Jan Verwer 4
Calvin Ribbens 4
John Monahan 4
Zhaojun Bai 4
Daniel Lozier 4
Anil Rao 4
Lothar Reichel 4
Osni Marques 4
Charles Fulton 4
Jorge Nocedal 4
David Kahaner 4
Ahmed Sameh 4
Joke Blom 4
Filippo Aluffi-Pentini 4
Michael Saunders 4
Carl De Boor 4
Michael Patterson 4
Tamara Kolda 4
Beresford Parlett 4
David Smith 4
Richard Brent 4
Phyllis Fox 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
Wolfgang Hörmann 3
Shaun Forth 3
Norman Gibbs 3
Willy Govaerts 3
Alan Genz 3
Tobin Driscoll 3
Sanjiva Weerawarana 3
Jon Bentley 3
David Kincaid 3
Yifan Hu 3
Thomas Aird 3
Ron Dembo 3
Francesco Romani 3
Alfred Morris 3
Armido Didonato 3
Alan Jennings 3
R Brankin 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
Maria Sosonkina 3
Desmond Higham 3
Bennett Fox 3
Aaron Fogelson 3
Webb Miller 3
Mariarosaria Rizzardi 3
Martin Berzins 3
David Shanno 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
William Symes 3
Alan Laub 3
Giorgio Carpaneto 3
Christoph Lauter 3
Roscoe Bartlett 3
Steven Pruess 3
Julien Langou 3
Salvatore Filippone 3
Arnold Neumaier 3
Grazia Lotti 3
Bruce Schmeiser 3
Chao Yang 3
Lars Karlsson 3
Andrew Sommese 3
Ron Brown 3
Danny Sorensen 3
John Rice 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
William Hager 3
Garth Wells 3
Eric Grosse 3
Michael Berry 3
David Stoutemyer 3
Wolfgang Bangerth 3
Luisa D'Amore 3
Granville Sewell 3
Frank Stenger 3
Leslie Foster 2
Piotr Luszczek 2
Jan Olszewski 2
Catherine Houstis 2
Sunyoung Kim 2
Nikos Chrisochoides 2
Richard Weiss 2
S Barry 2
Mauro Dell'Amico 2
Yves Nievergelt 2
Mohamed Kamel 2
Theodore Papatheodorou 2
J Smith 2
Bengt Fornberg 2
Vincent Lefèvre 2
Victor Eijkhout 2
Zvi Drezner 2
Robert Skeel 2
Francisco Sayas 2
Jian He 2
Lois McInnes 2
Sebastian Ferrando 2
Michael Mascagni 2
Tapio Schneider 2
Jean Utke 2
Roy Welsch 2
Arunachalam Ravindran 2
Kenneth Jackson 2
Malcolm Pike 2
Alexandru Nicolau 2
Wilfried Gansterer 2
Mark Gockenbach 2
Paul Bratley 2
Michael Jenkins 2
Frederick Fritsch 2
Masakazu Kojima 2
Peter Hanson 2
Karla Hoffman 2
George Davis 2
Christopher Darby 2
Ilyssa Sanders 2
Geoffrey Huntington 2
Duncan, Lawrie 2
Voratas Kachitvichyanukul 2
Jean L'excellent 2
Joaquim Júdice 2
Alfredo Buttari 2
P Culligan-Hensley 2
Christopher Paige 2
Philip Beck 2
David Jeffrey 2
Charles Van Loan 2
Spencer Shellman 2
L Stoltz 2
Charles Duris 2
Dennis Snow 2
Per Thomsen 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
U Pape 2
Gopal Gupta 2
John Jezioranski 2
A Abrham 2
D Le 2
Daniel Kressner 2
Nathan Bell 2
Rida Farouki 2
James Willenbring 2
Masha Sosonkina 2
Joseph Flaherty 2
Ann Catlin 2
Xiaobai Sun 2
Ladislav Lukšan 2
Hans Langtangen 2
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J Yohe 2
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George Hall 2
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Daniele Vigo 1
David Pisinger 1
Christopher Baker 1
K Kohrt 1
M C. Martini and S. Ridella 1
Antonella Zanna 1
Michael Sternberg 1
Hong Zhang 1
Ann Haegemans 1
Gerald Moore 1
Nezam Mahdavi-Amiri 1
Douglas Clarkson 1
Winfried Grassmann 1
Carl Taswell 1
R Haymond 1
Berthold Horn 1
Hiroshi Sugimoto 1
Jennifer Erway 1
Roummel Marcia 1
Clarence Rowley 1
Diego Fabregat-Traver 1
Manolis Lourakis 1
William Davidon 1
John Tomlin 1
William Spotz 1
Mark Fahey 1
Stuart Smith 1
G Walster 1
Dror Irony 1
Stefanode Marchi 1
John Drake 1
Erika Fuentes 1
Rayan Saab 1
J Bus 1
Makoto Matsumoto 1
Shlomo Weiss 1
John Garavelli 1
P Sinha 1
Guillaume Hanrot 1
Laurent Fousse 1
Pamela Williams 1
Ricardo Oliva 1
Alan Taylor 1
Trong Wu 1
M Vanbegin 1
Roger Koenker 1
Germ´n Torres 1
Colin Desa 1
Ian Sloan 1
Victoria Averbukh 1
C Phillips 1
Jayadev Misra 1
Christopher Jones 1
Kris Stewart 1
Mike Minkoff 1
Víctor Domínguez 1
Laura Antonelli 1
Frédéric Goualard 1
Aravind Joshi 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
Karl Meerbergen 1
Sou Choi 1
Jim Xia 1
Robert Feinstein 1
William McKinney 1
Sirong Zhang 1
Nathan Tedford 1
Stefan Kunis 1
Daniel Potts 1
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Stephen Nash 1
Diane Willcock 1
Duane Rettig 1
Victoria Howle 1
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Boyana Norris 1
Piotr Kowalczyk 1
Radu Serban 1
A McKenney 1
Jeffrey Haag 1
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Jean Pique 1
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Jianguo Xin 1
Satish Reddy 1
Götz Alefeld 1
Walter Leeb 1
K Helland 1
Joseph McKean 1
Wilhelm Ericksen 1
S Chan 1
Martin Kronbichler 1
Serkan Gugercin 1
Peter Sonneveld 1
Marco Bodrato 1
A Lenir 1
Gary Krenz 1
Koen Engelborghs 1
Peter Kaps 1
C Praagman 1
Francois Durdin 1
Harald Niederreiter 1
H Wang 1
Achim Schweikard 1
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HaiJun Su 1
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A Serdy 1
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Per Ling 1
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A Messner 1
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Thierry Joffrain 1
I Deak 1
F Roberts 1
Judith Hooper 1
A Vaz 1
M Gomes 1
George Cole 1
Lee Appelbaum 1
Yongkang Zhu 1
Anuroop Sharma 1
Tiancheng Li 1
Ichitaro Yamazaki 1
Calvin William 1
Christopher Kormanyos 1
Daniel Steffy 1
Lexing Ying 1
Shuo Chen 1
David Kuck 1
Lori Diachin 1
P van der Houwen 1
David Arney 1
Sven Hammerling 1
Kesheng Wu 1
Theodosios Pavlidis 1
L Rothschild 1
B Doman 1
Chou Chen 1
Emma Bradbury 1
Yaroslav Sergeyev 1
Sandra Santos 1
James Baglama 1
Daniela Calvetti 1
Margreet Louter-Nool 1
Jean Dumas 1
Patrick Worley 1
W Cody 1
Jules Lambiotte 1
T Dekker 1
Marco Morandini 1
Hans Stetter 1
Burton Leathers 1
A van Swieten 1
Robert Fourer 1
M Verhaegen 1
M Diamantakis 1
Mordechai Schacham 1
Oscar Palacios-Velez 1
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Peter Kornerup 1
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B Khoury 1
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Dole Minh 1
P Papachiou 1
Ctirad Matonoha 1
Stephen Sullivan 1
Florian Potra 1
David Price 1
David Wortman 1
Peihuang Lu 1
Ciyou Zhu 1
Michael Steuerwalt 1
M Halse 1
David Farden 1
M Mackay 1
Neil Kaden 1
Matthew Knepley 1
A Nagy 1
Kehshin Lii 1
Fujiichi Yoshimoto 1
Michael Schneider 1
Sébastien Loriot 1
Laura Blackford 1
Richard Muller 1
Peng Shen 1
Janet Donaldson 1
Leonidas Pitsoulis 1
Peichi Wu 1
K Du 1
Mustafa PıNar 1
Herbert Fruchtl 1
Michael Malcolm 1
Olof Widlund 1
Gene Golub 1
D Hollevoet 1
Noël Nachtigal 1
Kathy Russell 1
Ron Trompert 1
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V Zubatenko 1
J McCarthy 1
Giuseppe Romanazzi 1
James Carrig 1
Gerard Meyer 1
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D Orser 1
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Edmond Chow 1
Ahmed Touhami 1
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G Taylor 1
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Claudio Martini 1
Jingwei Zhang 1
Ryan Russell 1
Chenglie Hu 1
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Frances Kuo 1
Stephen Wright 1
Ram Rajagopal 1
Kincho Law 1
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J Schwing 1
Marco Gaviano 1
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Annick Dhooge 1
Fred Hickernell 1
Jean Lasserre 1
Ramanan Sivasothinathan 1
K Ramarao 1
Przemyslaw Prusinkiewicz 1
Genetha Gray 1
Clément Pernet 1
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Özgür Yilmaz 1
Gordon Bromage 1
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Edgar Den Boef 1
Jeff De Hosson 1
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Roy Marsten 1
V Dadurkevicius 1
Gabor Herman 1
James McCombs 1
Elena Celledoni 1
Howard Elman 1
David Crouse 1
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A Eiger 1
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C Barber 1
Tapas Sarkar 1
D Vlachos 1
Rondall Jones 1
Darwin Klingman 1
George Byrne 1
Robin Hogan 1
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Naoya Yamanaka 1
Alberto Abad 1
Fernando Blesa 1
Makoto Yamashita 1
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Fernando Garcıa-Alonso 1
Toon Knapen 1
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M Fisher 1
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Eric Phipps 1
Alan Williams 1
Luis Gatica 1
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Joel Katcoff 1
Ingrid Bongartz 1
Ulrikemeier Yang 1
Carol Woodward 1
Christopher Baker 1
Helmut Roth 1
José Martínez 1
Martin Berggren 1
Qiang Ye 1
Timothy Freeman 1
James Verner 1
C Forney 1
Paul Nikolai 1
Louis Ehrlich 1
Susan Picken 1
James Bennett 1
T Dierkes 1
Sandro Romanzetti 1
Nadim Shah 1
J Jansen 1
Paul Holland 1
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Makoto Matsumoto 1
Bryan Marker 1
Kozo Ichida 1
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Christopher Beattie 1
Blake Nelson 1
Ivo Sbalzarini 1
Mauricio Araya-Polo 1
Dirk Lorenz 1
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Martin Schweiger 1
Jean Boissonnat 1
Patrick Notz 1
G Elizondo 1
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Roman Słowiński 1
Jon Bentley 1
William Boyce 1
Reed Wade 1
Ray Tuminaro 1
Robert Hoekstra 1
Ken Stanley 1
Kevin Long 1
Steven Lee 1
Thomas Nelson 1
Andrew Kroshko 1
Vicente Vidal 1
Mark Schaefer 1
Ulrich Hetmaniuk 1
S Chang 1
Dean Duffy 1
Dowyung Yang 1
Katia Pinchedez 1
Henry Gabb 1
Lawrence Kolasa 1
Koyang Wang 1
Margaret Gaitatzes 1
Leon Greenberg 1
Mary Fernandez 1
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J Sawshuk 1
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Walton Gregory 1
M Lybanon 1
Thomas Ryan 1
David Coleman 1
Dennis Hamilton 1
Christian Schröder 1
Michel Colman 1
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Alex Bell 1
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Robert Walker 1
M Wimmer 1
Jonathan Hauenstein 1
Frank Sottile 1
Xia Ji 1
John Coleman 1
M Gordon 1
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W Wyatt 1
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Serge Torres 1
Francis Russell 1
Paul Castillo 1
Tangan Gao 1
Vladimir Cherkassky 1
George White 1
R Futrell 1
James Blue 1
Rose Prior 1
Fred Crary 1
Anil Kapur 1
German Tischler 1
M Kung 1
Piotr Wendykier 1
Pasqua D’Ambra 1
Alan Bundy 1
Alice Ko 1
M Marchesi 1
Scott Rickard 1
Jennie SooHoo 1
Won Chung 1
Konstantinos Drakakis 1
Laura Bacchelli-Montefusco 1
Alexander Ostermann 1
T Bui 1
Miodrag Petković 1
William Whiten 1
Milind Dawande 1
Chenyi Hu 1
Shannon Scott 1
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Rudi Mathon 1
Jaap Van Der Vegt 1
I Molchanov 1
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Kamil Khan 1
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Mengnien Wu 1
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Laurent Hascoët 1
Martin Griss 1
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Robert Morris 1
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Ying Hu 1
E Ellison 1
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Paul Van Dooren 1
George Paul 1
J Ericksen 1
Daniel Yoo 1
Walter Krämer 1
Werner Hofschuster 1
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William Thacker 1
Albert Rich 1
Virginie De Witte 1
Anthony Castaldo 1
Xiaofeng Xu 1
William Coughran 1
William Ford 1
Ekanathan Palamadai Natarajan 1
Vitus Leung 1
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F Rabinowitz 1
Donald Monro 1
Syvert NØrsett 1
Flavia De Tisi 1
Henry Shapiro 1
Douglas Priest 1
Johann Schumann 1
Jan Mayer 1
Marielba Rojas 1
Ingo Eble 1
Hermann Brunner 1
Dan Gordon 1
Yanqing Chen 1
Johan Jansson 1
Felix Herrmann 1
David Bunch 1
Robert Voigt 1
Laurent Granvilliers 1
John Boyd 1
Zahari Zlatev 1
Victor Rayward-Smith 1
Selim Akl 1
Anonymous 1
Marko Van Eekelen 1
J Scott 1
Omer Meshar 1
Manojkumar Krishnan 1
Hannu Huhdanpaa 1
Orit Shacham 1
Stuart Schwartz 1
John Van Ness 1
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Gregory Bard 1
Guillaume Melquiond 1
Marc Pouget 1
Yuanan Fan 1
Kevin McGill 1
Jesús Izaguirre 1
Thierry Matthey 1
Jeffrey Birch 1
Mark Friedman 1
Eric Barth 1
James Pinkert 1
Barry Sherlock 1
W Coen 1
C Pursglove 1
Steven Fenives 1
John Koonatz 1
Michael Chang 1
James Welch 1
YiFeng Tsai 1
Pascal Giorgi 1
Sivasankaran Rajamanickam 1
Jean Linhart 1
Gilles Hennenfent 1
K Ma 1
Arthur Norman 1
Berend Hasselman 1
Nadia Diaa 1
K Nair 1
Jan Korst 1
Stefano Pallottino 1
D Kung 1
Jarek Nieplocha 1
Patrick Pelissier 1
Harold Stone 1
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Thomas Robertazzi 1
William Hart 1
Gerhard Derflinger 1
Dingzhu Du 1
Dieter Kraft 1
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Kyungjoo Kim 1
Daniel Langr 1
Pavel Tvrdík 1
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Steven Dalton 1
Pierre Alliez 1
Mark Miller 1
Patrick Cummins 1
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Jonathan Tu 1
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Anthony Davis 1
Steven Parker 1
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Stef Graillat 1
Klaus Leppkes 1
Clément Jamin 1
James Sutherland 1
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Rose Motley 1
Zhixing Fu 1
Peter Wittek 1
Robert Falgout 1
Dan Shumaker 1
Franky Backeljauw 1
Ernie Chan 1
Shakhina Pulatova 1
Gregory Imirzian 1
Clay Breshears 1
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Roger Sidje 1
Mahesh Joshi 1
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M Dobmann 1
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Prabhu Ramachandran 1
Dennis Tenney 1
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M Sabin 1
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L Yarberry 1
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R Cormack 1
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Robert Bryan 1
Paul Swarztrauber 1
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J Walsh 1
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Ahmed Ali 1
V Kane 1
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Zlatko Drmavc 1
Jaroslav Kautsky 1
Sylvan Elhay 1
Are Bruaset 1
Michael Hill 1
Enrico Bertolazzi 1
Dirk Roose 1
Eric Schnepf 1
Richard Neidinger 1
Gerard Berthiau 1
S Daniel 1
Esko Cate 1
David Evans 1
Souji Koikari 1
Roland Freund 1
Peter Poromaa 1
Manuel Novoa 1
Keith Meintjes 1
Knud Andersen 1
Paul Wang 1
Lars Pesch 1
Jack Poulson 1
Andy Terrel 1
Francesca Mazzia 1
R Feldman 1
Marc Baboulin 1
Mofreh Zaghloul 1
Carsten Burstedde 1
Harshad Kanhere 1
Christopher Thompson 1
R Sundarraj 1
Anthony Jones 1
George Labahn 1
Fouad Majaess 1
Patrick Siarry 1
Cleve Ashcraft 1
Byounghak Lee 1
Tran-Thong 1
David Twigg 1
A Benson 1
Atul Bhalla 1
Rudi Huysmans 1
María Rivara 1
Martin Gander 1
Steve Carr 1
Michelle Strout 1
Hassan Goldani Moghaddam 1
Sherif Hashem 1
David Flamm 1
Thomas George 1
Asgeir Birkisson 1
Francisco Igual 1
J Schrooten 1
Narsingh Deo 1
Peter Knijnenburg 1
Christoph Schierz 1
Greg Breinholt 1
Piers Lawrence 1
Mani Mehra 1
Achiya Dax 1
Valérie Pascual 1
Joseph Simpson 1
John Ivie 1
S Wong 1
Dimitris Kehagias 1
Paul Barton 1
Siju Samuel 1
Nitin Patel 1
Reinaldo Palhares 1
Md Patwary 1
Chris Hill 1
Naren Ramakrishnan 1
S Polak 1
Mary Pasternak 1
W Gentleman 1
Yinyu Ye 1
Stefan Wild 1
Florent de Dinechin 1
R Whaley 1
Mo Mu 1
Andreas Klimke 1
Barbara Wohlmuth 1
Joseph Rios 1
M Ratner 1
Christopher Kees 1
Philip Wolfe 1
Ulrich Eckhardt 1
Suh Kang 1
Sonil Mukherjee 1
Michael Lerch 1
F Lichtenberger 1
Severiano GonzáLez-Pinto 1
David Pearce 1
Gordon, Royle 1
Frank Rubin 1
Matthew Nyerges 1
Trevor Cickovski 1
Thomas Kaminski 1
Kersti Ekeland 1
Brynjulf Owren 1
Dexuan Xie 1
Mingcen Gao 1
Veerle Ledoux 1
Robert Rosenberg 1
Robert Schreiber 1
James Nagy 1
Mark Shephard 1
Pedro Celis 1
Alba Valtulina 1
Paul Jansen 1
Peter Weidner 1
Daniela Lera 1
Heesun Hong 1
B Sijnave 1
Randolph Bank 1
Steven Wise 1
Gautam Mitra 1
M Wilson 1
Robert Wilhelmson 1
William Michaels 1
Brandon Thompson 1
Teresa Tung 1
M Er 1
Gershon Kedem 1
Charles Mesztenyi 1
Michail Konstantinov 1
S PéRez-RodríGuez 1
Robert Tarjan 1
Franz Winkler 1
Bruno Buchberger 1
Gary Haggard 1
Carl Ollivier-Gooch 1
Timothy Tautges 1
A Mahendrarajah 1
Frantisek Fiala 1
Ben Sommeijer 1
Scott Hampton 1
L Scales 1
William Cook 1
Miroslav Rozlozník 1
Weinan E 1
Manjula Iyer 1
Ashwin Nanjappa 1
Tiowseng Tan 1
Zhiyong Huang 1
John Wisniewski 1
Aart Bik 1
Richard Peskin 1
Marnix Van Daele 1
Irene Moulitsas 1
Thu Vu 1
Nadia Shalaby 1
Michael Heath 1
Pedro Gonnet 1
Jermey Cruz 1
Arthur Peterson 1
Dinesh Nair 1
Barry Trager 1
J Dormand 1
Haim Avron 1
Didier Henrion 1
Thomas Feo 1
S Wong 1
G P. Keast 1
Marco Vianello 1
Ewout Van Den Berg 1
Shahram Semnani 1
Rajesh Kommu 1
Robert Ketzscher 1
Bard Skaflestad 1
Håvard Berland 1
Luc Rutten 1
Andreas Stathopoulos 1
Barry Smith 1
Jason Sarich 1
Patricia Hough 1
Jeremy and Sven Hammarling 1
Pin Ng 1
Paul Zegeling 1
Martin Albrecht 1
John Savage 1
Mohammad Zubair 1
Marc Daumas 1
David Thuente 1
Ole ØSterby 1
Elise De Doncker 1
Joseph Traub 1
Fred Glover 1
Y Wang 1
Edward Ng 1
J Wooter 1
K Kessel 1
Valérie Frayssé 1
Joris Van Deun 1
Waltraud Huyer 1
Valeria Mele 1
Jung Kim 1
Robert Gower 1
Helgi Adalsteinsson 1
Robert Kirby 1
Luke Olson 1
Mariette Yvinec 1
M Ramakrishna 1
Jens Keiner 1
Daniel Warner 1
Bonita Saunders 1
A Kinderman 1
Jan Węglarz 1
Makoto Kizawa 1
Youngmok Jeon 1
Rami Melhem 1
Shijie Wan 1
Rachel Gordon 1
Marco Caliari 1
Hongchao Zhang 1
Margaret Myers 1
John Mellor-Crummey 1
James Smith 1
Donald Fraser 1
Malcolm Keech 1
Andris Zoltners 1
Wei Chen 1
Peter Zapol 1
Alison Ramage 1
Edward Gertz 1
R Wright 1
Harry Joe 1
James George 1
David West 1
Adhemar Bultheel 1
Miroslav Tůma 1
Robert Kirby 1
Rosanna Campagna 1
Marie Rognes 1
Carl Bailey 1
Jerome Coonen 1
Massimiliano Ferronato 1
Martin Frank 1
Jerry Draayer 1
Johannes Lotz 1
Benjamin Burton 1
Melih Özlen 1
Roberto Barrio 1
Marcos Rodríguez 1
Mituhiro Fukuda 1
William Gragg 1
Charles Romine 1
Alastair Walker 1
Ralph Kallman 1
Paolo Sipala 1
Antony Kong 1
Jonathan Hu 1
Jeremy Siek 1
Michael Reid 1
Eloy Romero 1
George Fishman 1
L Fullerton 1
Richard Ray 1
Vicente Hernández 1
Elizabeth Jessup 1
Oliver Aberth 1
CheRung Lee 1
Yuxiao Hu 1
Raúl Valdés-Pérez 1
Benjamin Zorn 1
Yixun Shi 1
F Bader 1
Avi Ziv 1
B Balcom 1
Roy Walsh 1
B Carlson 1
T Ellis 1
D McLain 1
David Barton 1
Ian Thompson 1
Takeshi Kiyono 1
Jason Boisvert 1
Volker Mehrmann 1
Julien Herrmann 1
Peter Tischer 1
Alexander Haas 1
Bora Uçar 1
Wayne Cowell 1
L Machiels 1
Andrew Cleary 1
Huan Ren 1
Chaya Gurwitz 1
Matthew Wette 1
Ladislav Kocis 1
Jacques Haussy 1
Lawrence Barinka 1
R Simpson 1
L Daniel 1
Bede Liu 1
Teofilo Gonzalez 1
Francoise Veillon 1
David Stewart 1
James Lovato 1
David Probst 1
Daniel Tuyttens 1
Mark Nardin 1
Tetsuro Ito 1
Onno Bokhove 1

Affiliation Paper Counts
The MathWorks, Inc. 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 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
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
Pontifical Catholic University of Rio de Janeiro 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
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
RMIT 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
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
University of Witwatersrand 1
United States National Aeronautics and Space Administration 1
Riken 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
Chinese Academy of Sciences 1
Ethyl Corporation 1
Technical University of Munich 1
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2003
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2000
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1990
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1989
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1987
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1986
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1985
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1984
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1983
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1982
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1981
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1980
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1979
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1978
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1977
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1976
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1975
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