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A Computational Architecture for Coupling Heterogeneous Numerical Models and Computing Coupled Derivatives

One of the challenges in computational modeling is coupling models to solve multidisciplinary... (more)

Practical Polytope Volume Approximation

We experimentally study the fundamental problem of computing the volume of a convex polytope given as an intersection of linear halfspaces. We implement and evaluate randomized polynomial-time algorithms for accurately approximating the polytope’s volume in high dimensions (e.g., few hundreds) based onhit-and-run random walks. To carry out... (more)

BootCMatch: A Software Package for Bootstrap AMG Based on Graph Weighted Matching

This article has two main objectives: one is to describe some extensions of an adaptive Algebraic Multigrid (AMG) method of the form previously proposed by the first and third authors, and a second one is to present a new software framework, named BootCMatch, which implements all the components needed to build and apply the described adaptive AMG... (more)

Solution of Dense Linear Systems via Roundoff-Error-Free Factorization Algorithms: Theoretical Connections and Computational Comparisons

Exact solving of systems of linear equations (SLEs) is a fundamental subroutine within number theory, formal verification of mathematical proofs, and... (more)

Interval Enclosures of Upper Bounds of Roundoff Errors Using Semidefinite Programming

A long-standing problem related to floating-point implementation of numerical programs is to provide efficient yet precise analysis of output errors.... (more)

Secure and Fast Encryption (SAFE) with Classical Random Number Generators

Pseudo-random number generators (PRNGs) play an important role in both areas of computer simulation and computer security. Currently, there appears to... (more)

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TOMS Replicated Computational Results (RCR) Initiative.

ACM TOMS has introduced a new initiative to optionally review the computational 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.

Forthcoming Articles
Hierarchical Matrix Operations on GPUs: Matrix-Vector Multiplication and Compression

We present high performance GPU implementations of matvec and compression operations for the H2-variant of hierarchical matrices. H2 matrices, an algebraic generalization of FMM, are space and time efficient representations of dense matrices that exploit the low rank structure of matrix blocks at different levels of granularity and employ both a hierarchical block partitioning and hierarchical bases for the block representations. These two operations are at the core of algebraic operations for hierarchical matrices, the matvec being a ubiquitous operation in numerical algorithms and compression representing a key building block for algebraic operations which require periodic recompression during execution. The difficulties in developing efficient GPU algorithms come primarily from the irregular tree data structures that underlie the hierarchical representations, and the key to performance is to expose fine grained parallelism by recasting the computations on flattened trees and marshaling the irregularly laid out data in ways that allow batched linear algebra operations to be performed. Our numerical results on covariance matrices from 2D and 3D problems from spatial statistics show the high efficiency our routines achieve: over 550 GB/s for the bandwidth-limited matrix-vector operation and over 850 GFLOPS/s for the compression operation on the P100 Pascal GPU.

AlgorithmXXX: Efficient Atlasing and Search of Configuration Spaces of Point-Sets Constrained by Distance Intervals.

The EASAL software implements a suite of algorithms for understanding the structure and geometric properties of rigid point sets that are pairwise constrained by distance intervals. The algorithms explore the configuration spaces of these constraint systems using classical results for stratification of configuration spaces, new results for efficient sampling by convex parametrization, and intuitive visualization. This paper provides a high level description of the state-of-the-art, key theoretical underpinnings, major algorithms and their implementation and of major applications such as free energy and kinetics of assembly of supramolecular structures or of clusters in colloidal and soft materials.

Validated and numerically efficient Chebyshev spectral methods for linear ordinary differential equations

In this work we develop a validated numerics method for the solution of linear ordinary differential equations (LODEs). A wide range of algorithms (i.e., Runge-Kutta, collocation, spectral methods) exist for numerically computing approximations of the solutions. Most of these come with proofs of asymptotic convergence, but usually, provided error bounds are non-constructive. However, in some domains like critical systems and computer-aided mathematical proofs, one needs validated effective error bounds. We focus on both the theoretical and practical complexity analysis of a so-called a posteriori quasi-Newton validation method, which mainly relies on a fixed-point argument of a contracting map. Specifically, given a polynomial approximation, obtained by some numerical algorithm and expressed in Chebyshev basis, our algorithm efficiently computes an accurate and rigorous error bound. For this, we study theoretical properties like compactness, convergence, invertibility of associated linear integral operators and their truncations in a suitable coefficient space of Chebyshev series. Then, we analyze the almost-banded matrix structure of these operators, which allows for very efficient numerical algorithms for both numerical solutions of LODEs and rigorous computation of the approximation error. Finally, several representative examples show the advantages of our algorithms as well as their theoretical and practical limits.

Design and Implementation of Adaptive SpMV Library for Multicore and Manycore Architecture

Sparse matrix vector multiplication (SpMV) is an important kernel in both traditional high performance computing and emerging data-intensive applications. Previous SpMV libraries are optimized by either application-specific or architecture-specific approach, and they're complicated to be used in real applications. In this work we develop an auto-tuning system (SMATER) to bridge the gap between specific optimizations and general-purpose use. SMATER provides programmers a unified interface based on the compressed sparse row (CSR) format by implicitly choosing the best format and the fastest implementation for any input sparse matrix in the runtime. SMATER leverages a machine learning model and a retargetable backend library to quickly predict the best combination. Performance parameters are extracted from 2386 matrices in UF sparse matrix collection. The experiments show that SMATER achieves the impressive performance while being portable on the state-of-the-art x86 multi-core processors, NVIDIA GPU and Intel Xeon Phi accelerators. Compared with Intel MKL library, SMATER runs faster by more than 3 times. We demonstrate its adaptivity in an algebraic multigrid solver from hypre library and report above 20% performance improvement.

BLASFEO: basic linear algebra subroutines for embedded optimization

BLASFEO is a dense linear algebra library providing high-performance implementations of BLAS- and LAPACK-like routines for use in embedded optimization. A key difference with respect to existing high-performance implementations of BLAS is that the computational performance is optimized for small to medium scale matrices, i.e., for sizes up to a few hundred. BLASFEO comes with three different implementations: a high-performance implementation aiming at providing the highest performance for matrices itting in cache, a reference implementation providing portability and embeddability and optimized for very small matrices, and a rapper to standard BLAS and LAPACK providing high-performance on large matrices. The three implementations of BLASFEO ogether provide high-performance dense linear algebra routines for matrices ranging from very small to large. Compared to both pen-source and proprietary highly-tuned BLAS libraries, for matrices of size up to about one hundred the high-performance mplementation of BLASFEO is about 20-30% faster than the corresponding level 3 BLAS routines and 2-3 times faster than the corresponding LAPACK routines.

ROPTLIB: an object-oriented C++ library for optimization on Riemannian manifolds

Riemannian optimization is the task of finding an optimum of a real-valued function defined on a Riemannian manifold. Riemannian optimization has been a topic of much interest over the past few years due to many applications including computer vision, signal processing, and numerical linear algebra. The substantial background required to successfully design and apply Riemannian optimization algorithms is a significant impediment for many potential users. Therefore, multiple packages, such as Manopt (in Matlab) and Pymanopt (in Python), have been developed. This paper describes ROPTLIB, a C++ library for Riemannian optimization. Unlike prior packages, ROPTLIB simultaneously achieves the following goals: i) it has user friendly interfaces in Matlab, Julia and C++; ii) users do not need to implement manifold- and algorithm related objects; iii) it provides efficient computational time due to its C++ core; iv) it implements state-of-the-art generic Riemannian optimization algorithms, including quasi-Newton algorithms; and v) it is based on object-oriented programming, allowing users to rapidly add new algorithms and manifolds. The code and a manual can be downloaded from http://www.math.fsu.edu/

Algorithm xxx: perm_mateda: A matlab toolbox of estimation of distribution algorithms for permutation-based combinatorial optimization problems

Permutation problems are combinatorial optimization problems whose solutions are naturally codified as permutations. Due to their complexity, motivated principally by the factorial cardinality of the search space of solutions, they have been a recurrent topic for the artificial intelligence and operations research community. Recently, among the vast number of metaheuristic algorithms, new advances on estimation of distribution algorithms (EDAs) have shown outstanding performance when solving some permutation problems. These novel EDAs implement distance-based exponential probability models such as the Mallows and Generalized Mallows models. In this paper, we present a Matlab package, perm_mateda, for estimation of distribution algorithms on permutation problems, which has been implemented as an extension to the Mateda-2.0 toolbox of EDAs. Particularly, we provide implementations of the Mallows and Generalized Mallows EDAs under the Kendall's-tau, Cayley, and Ulam distances. In addition, four classical permutation problems have been also implemented: Traveling Salesman Problem, Permutation Flowshop Scheduling Problem, Linear Ordering Problem, and Quadratic Assignment Problem.

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 1975-2018
Publication Count 1536
Citation Count 15606
Available for Download 1536
Downloads (6 weeks) 4252
Downloads (12 Months) 42263
Downloads (cumulative) 1063581
Average downloads per article 692
Average citations per article 10
First Name Last Name Award
Vernon Austel ACM Gordon Bell Prize (2006)
David H Bailey ACM Gordon Bell Prize (2008)
George Biros ACM Gordon Bell Prize
Performance (2010) ACM Gordon Bell Prize
Performance (2010)
Ronald Boisvert ACM Distinguished Member (2006)
Richard P Brent ACM Fellows (1995)
Bruno Buchberger ACM Paris Kanellakis Theory and Practice Award (2007)
Alan Bundy ACM Fellows (2014)
Edmond Chow ACM Gordon Bell Prize
Special Category (2009) ACM Gordon Bell Prize
Special Category (2009)
Timothy Alden Davis ACM Fellows (2014)
James Demmel ACM Paris Kanellakis Theory and Practice Award (2014)
ACM Fellows (1999)
Narsingh Deo ACM Fellows (1996)
Inderjit Dhillon ACM Fellows (2014)
David P Dobkin ACM Fellows (1997)
Jack Dongarra ACM-IEEE CS Ken Kennedy Award (2013)
ACM Fellows (2001)
Richard J Fateman ACM Fellows (1999)
Stuart Feldman ACM Software System Award (2003)
ACM Fellows (1995)
Charles W Gear ACM Fellows (1994)
John Gunnels ACM Gordon Bell Prize (2007)
John A. Gunnels ACM Gordon Bell Prize (2006)
Gopal Krishna Gupta ACM Fellows (1998)
Michael T Heath ACM Fellows (2000)
Michael A Heroux ACM Distinguished Member (2009)
Tom Hull ACM Fellows (1994)
Anil K Jain ACM Fellows (2003)
Aravind K Joshi ACM Fellows (1998)
William Kahan ACM Fellows (1994)
ACM A. M. Turing Award (1989)
Erich L Kaltofen ACM Fellows (2009)
Matthew Knepley SIAM/ACM Prize in Computational Science and Engineering (2014)
Nectarios Koziris ACM Senior Member (2009)
David J Kuck ACM-IEEE CS Ken Kennedy Award (2010)
ACM Fellows (1994)
ACM-IEEE CS Eckert-Mauchly Award (1993)
Byounghak Lee ACM Gordon Bell Prize (2008)
Dhairya Malhotra ACM-IEEE CS George Michael Memorial HPC Fellowships (2015)
ACM Gordon Bell Prize
Performance (2010)
Lois C McInnes SIAM/ACM Prize in Computational Science and Engineering (2014)
John Mellor-Crummey ACM Fellows (2013)
Cleve Moler SIAM/ACM Prize in Computational Science and Engineering (2009)
Dianne P O'Leary ACM Distinguished Member (2006)
ACM Fellows (2006)
Naren Ramakrishnan ACM Distinguished Member (2009)
John Rice ACM Fellows (1996)
Sartaj K Sahni ACM Karl V. Karlstrom Outstanding Educator Award (2003)
ACM Fellows (1996)
Ahmed Sameh ACM Fellows (1999)
John E Savage ACM Fellows (1996)
Robert B Schnabel ACM Fellows (2010)
Robert Schreiber ACM Fellows (2012)
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)
Kris Stewart ACM Senior Member (2015)
Harold Stone ACM Fellows (1994)
Nathan Tallent ACM-IEEE CS George Michael Memorial HPC Fellowships (2009)
Robert E Tarjan ACM Paris Kanellakis Theory and Practice Award (1999)
ACM Fellows (1994)
ACM A. M. Turing Award (1986)
Joseph Traub ACM Fellows (1994)
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)
Chris S Wallace ACM Fellows (1995)
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)
ACM Fellows (1995)
Pamela Zave ACM Fellows (2001)
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
Jennifer Scott 21
Fred Krogh 21
Robert Van De Geijn 20
John Reid 17
Jack Dongarra 17
Timothy Davis 16
Richard Hanson 15
Donald Amos 14
Lawrence Shampine 14
Wayne Enright 14
Bo Kågström 13
Jorge Moré 12
John Rice 12
Layne Watson 12
Burton Garbow 12
James Demmel 12
Joseph Liu 11
Fred Gustavson 11
Timothy Hopkins 10
William Cody 10
Elias Houstis 9
Walter Gautschi 9
Field Van Zee 9
Nico Temme 9
Amparo Gil 9
Linda Kaufman 9
Xiaoyesherry Li 9
Javier Segura 9
Nicholas Higham 8
Jeff Cash 8
Ping Tang 8
Enrique Quintana-Ortí 8
Nicholas Gould 8
Paolo Bientinesi 8
John Pryce 8
Patrick Keast 8
Michael Heroux 7
Terje Espelid 7
Ronald Boisvert 7
Sven Hammarling 7
Gregorio Quintana-Ortí 7
Ralph Kearfott 7
Hiroshi Akima 7
John Lewis 7
Almerico Murli 7
James Lyness 6
Albrecht Preusser 6
Annie Cuyt 6
Daniel Kressner 6
Richard Bartels 6
Roger Grimes 6
Philippe Toint 6
David Gay 6
Robert Kirby 6
Jean Muller 6
Anders Logg 6
Robert Ward 6
Pierre L'Ecuyer 6
Ian Gladwell 6
Ronald Cools 6
Yu Kuznetsov 6
Panos Pardalos 6
Anil Rao 6
Albert Buckley 6
Gilbert Stewart 6
Thomas Hull 6
Graeme Fairweather 5
Paul Muir 5
Sivan Toledo 5
Jarle Berntsen 5
Richard Sincovec 5
Alexander Morgan 5
Zhaojun Bai 5
Krzysztof Sikorski 5
William Mitchell 5
Mauricio Resende 5
Robert Schnabel 5
Patrick Gaffney 5
Jeremy Du Croz 5
Geoffrey Hill 5
Thomas Coleman 5
Tamar Schlick 5
Salvatore Filippone 5
Jerzy Waśniewski 5
Kendall Atkinson 5
Van Van Snyder 5
Tony Chan 5
Wolfgang Bangerth 5
Paolo Toth 4
Andrew Sommese 4
Tzemeng Low 4
David Dodson 4
Ian Robinson 4
Chao Yang 4
Wayne Dyksen 4
Valerio Parisi 4
Francesco Zirilli 4
William Hager 4
Alan George 4
Richard Lehoucq 4
Christof Vömel 4
Paul Bailey 4
Werner Rheinboldt 4
Calvin Ribbens 4
Jan Verwer 4
Uwe Naumann 4
Norman Schryer 4
John Monahan 4
Naren Ramakrishnan 4
Christian Bischof 4
Jonathan Hogg 4
Daniel Lozier 4
Michael Saunders 4
Carl De Boor 4
Filippo Aluffi-Pentini 4
Osni Marques 4
Charles Fulton 4
Philip Sharp 4
Lothar Reichel 4
Joke Blom 4
Jorge Nocedal 4
Ahmed Sameh 4
David Kahaner 4
David Smith 4
Beresford Parlett 4
Tamara Kolda 4
Richard Brent 4
Mariarosaria Rizzardi 4
Michael Patterson 4
Michael Vrahatis 3
Granville Sewell 3
Eric Grosse 3
Phyllis Fox 3
David Stoutemyer 3
Michael Berry 3
Frank Stenger 3
Fayez Alhargan 3
Willy Govaerts 3
Shaun Forth 3
John Gunnels 3
Silvano Martello 3
Norman Gibbs 3
Hatem Ltaief 3
Wolfgang Hörmann 3
Andrew Conn 3
Richard Simard 3
Matthew Weinstein 3
Steven Benson 3
Luís Vicente 3
Margaret Wright 3
Charles Gear 3
Kenneth Hillstrom 3
Alan Genz 3
Francesco Romani 3
Sanjiva Weerawarana 3
Yifan Hu 3
Thomas Aird 3
Ron Dembo 3
David Kincaid 3
Jon Bentley 3
William Brown 3
Alan Jennings 3
Tobin Driscoll 3
Armido DiDonato 3
Alfred Morris 3
R Brankin 3
Tyler Smith 3
Joachim Ahrens 3
Zlatko Drmač 3
Paola Favati 3
Marzio Sala 3
William Kahan 3
Juan Meza 3
Maria Sosonkina 3
Martin Berzins 3
Bennett Fox 3
Desmond Higham 3
Peter Benner 3
David Bailey 3
Yozo Hida 3
Webb Miller 3
David Shanno 3
Aaron Fogelson 3
Kenneth Neves 3
Anton Zettl 3
Ulrich Dieter 3
Giorgio Carpaneto 3
Ian Barrodale 3
Stan Cabay 3
Anshul Gupta 3
Richard Fateman 3
William Symes 3
Alan Laub 3
Ron Brown 3
Francisco Igual 3
Lars Karlsson 3
John Rice 3
Bruce Schmeiser 3
Arnold Neumaier 3
Mofreh Zaghloul 3
Grazia Lotti 3
Roscoe Bartlett 3
Steven Pruess 3
Danny Sorensen 3
Stef Graillat 3
Christoph Lauter 3
Julien Langou 3
Alfredo Buttari 3
Garth Wells 3
Bruno Lang 3
Toyat Cheung 3
Joaquim Martins 3
Stavros Zenios 3
Masao Kodama 3
Giulio Giunta 3
Kanghoh Phua 3
Kristján Jónasson 3
Robert Granat 3
Niel Madsen 3
J Díaz 3
Luisa D'Amore 3
George Davis 2
George Hall 2
Charles Duris 2
Voratas Kachitvichyanukul 2
J Weideman 2
Jean L'excellent 2
Roger Abernathy 2
Nelson Beebe 2
James Ball 2
Jorge Leis 2
Michel Cosnard 2
Dennis Snow 2
Thomas Foley 2
Gustaf Söderlind 2
Christopher Darby 2
Ilyssa Sanders 2
Geoffrey Huntington 2
José Morales 2
Michele Goano 2
P Culligan-Hensley 2
Charles Van Loan 2
Duncan, Lawrie 2
George Miminis 2
Bart Waanders 2
Kazushige Goto 2
Spencer Shellman 2
I Hill 2
Christopher Paige 2
David Jeffrey 2
David Spooner 2
Benjamin Burton 2
Per Thomsen 2
Paul Kelly 2
David Melgaard 2
H Knoble 2
L Stoltz 2
Joaquim Júdice 2
Wenrui Hao 2
Ichitaro Yamazaki 2
Stanimire Tomov 2
Martin Alnaes 2
U Pape 2
Michael Engquist 2
Leon Lasdon 2
Harvey Greenberg 2
Leslie Foster 2
Richard Weiss 2
Sunyoung Kim 2
David McAllister 2
Hans Langtangen 2
Ali Bouaricha 2
Dirk Laurie 2
Greg Henry 2
James Willenbring 2
Ann Catlin 2
J Yohe 2
John Mulvey 2
Jonathan Hauenstein 2
Fabio Luporini 2
Mohamed Kamel 2
Piotr Luszczek 2
Charles Dunkl 2
Donald Ramirez 2
Catherine Houstis 2
Frédéric Cazals 2
Randall Shirts 2
Josef Leydold 2
Bryan Ford 2
Francisco Sayas 2
Roy Welsch 2
Paul Bratley 2
Malcolm Pike 2
Irene Moulitsas 2
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Jean Utke 2
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John Edwards 2
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Richard Wang 2
Victor Magron 2
Roy Wampler 2
John Nazareth 2
Brigitte Verdonk 2
Bo Kågström 2
Paolo Costantini 2
David Eyre 2
Brian Gunter 2
Jose Román 2
Christian Reinsch 2
Paul Stockmeyer 2
Luc Giraud 2
Joris Van Deun 2
Robert Smith 2
Timo Betcke 2
Mark Kramer 2
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David Ham 2
Paul Springer 2
C Wijers 2
G Poppe 2
Alex Pothen 2
Abdou Guermouche 2
Kristian Olgaard 2
ACM TOMS Staff 2
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Leroy Drummond 2
Roger Pawlowski 2
Nedialko Nedialkov 2
Kendall Stanley 2
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Robert Rieben 1
Greet Berghe 1
Thomas Slabach 1
Nezam Mahdavi-Amiri 1
M C. Martini and S. Ridella 1
Elizabeth Jessup 1
Cheryl Black 1
Y Chang 1
Christian Neusius 1
John Pomeranz 1
S Durham 1
Milan Kubíček 1
J Legros 1
S Goudreau 1
Chaya Gurwitz 1
Matthew Wette 1
Edite Fernandes 1
Michael Lucks 1
Toufic Boubez 1
L Daniel 1
Bede Liu 1
Teofilo Gonzalez 1
Francoise Veillon 1
Miloud Sadkane 1
Rogel Rojas-Bello 1
Christopher Anand 1
Xiaojuan Luo 1
Christopher Beattie 1
Ronald Haynes 1
Joris Van Der Hoeven 1
John Walsh 1
Giuseppe Fiorentino 1
Luc Pluym 1
Yuanan Fan 1
Carol Woodward 1
Ulrikemeier Yang 1
Eric Phipps 1
Alan Williams 1
James Verner 1
Marielba Rojas 1
Sandro Romanzetti 1
T Dierkes 1
Nadim Shah 1
Stuart Schwartz 1
John Van Ness 1
ChinJu Fan 1
William Coughran, 1
Jennie SooHoo 1
Willi Schönauer 1
Tom Rowan 1
Ingrid Bongartz 1
Jonathan Tu 1
Zelda Marino 1
Michael Anderson 1
William Barth 1
Miroslav Rozlozník 1
Michail Konstantinov 1
M Dobmann 1
William Cook 1
E Weinan 1
Scott Hampton 1
Gregory Imirzian 1
Torbjorn Wiberg 1
Zhixing Fu 1
Peter Wittek 1
Ben Sommeijer 1
David Flamm 1
Sherif Hashem 1
Joseph Simpson 1
Fouad Majaess 1
S Pérez-Rodríguez 1
Richard Peskin 1
Tran-Thong 1
David Twigg 1
A Benson 1
Piers Lawrence 1
Pedro Gonnet 1
Manjula Iyer 1
Gary Haggard 1
Carl Ollivier-Gooch 1
Werner Hofschuster 1
William Boyce 1
William Hart 1
Walter Krämer 1
Mengnien Wu 1
Jesús Izaguirre 1
Thierry Matthey 1
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Thomas Nelson 1
Andrew Kroshko 1
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Martin Griss 1
Carter Bays 1
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Vladimir Rotkin 1
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Byounghak Lee 1
Rudi Huysmans 1
Arthur Peterson 1
María Rivara 1
Franz Winkler 1
Bruno Buchberger 1
Clément Jamin 1
Paul Barton 1
Otto Munthe 1
Klaus Leppkes 1
Atul Bhalla 1
Rami Melhem 1
Shijie Wan 1
J Schrooten 1
Robert Tarjan 1
James Saxe 1
H Kollakowski 1
U Harms 1
Franky Backeljauw 1
Ernie Chan 1
R Wright 1
R Sundarraj 1
Patrick Siarry 1
Frédéric Roupin 1
Hongchao Zhang 1
Mathias Jacquelin 1
Marek Sýs 1
Zdeněk Říha 1
Daniel Silva 1
Raha Akhavan-Tabatabaei 1
Mark Tygert 1
Jack Poulson 1
Marc Baboulin 1
Andy Terrel 1
Francesca Mazzia 1
J Cash 1
R Feldman 1
Jon Radue 1
Nitin Patel 1
Narsingh Deo 1
J Dormand 1
Achiya Dax 1
Steve Carr 1
Wei Chen 1
Jermey Cruz 1
Aart Bik 1
Peter Knijnenburg 1
Christoph Schierz 1
Greg Breinholt 1
Robert Fairlie 1
Stuart Smith 1
Assefaw Gebremedhin 1
Thanhtung Cao 1
Jan Hückelheim 1
Yaroslav Sergeyev 1
Francois Durdin 1
Cevdet Aykanat 1
Jens Müller 1
Marco Morandini 1
B Doman 1
Manuel Calvo 1
Luis Rández 1
Lawrence Mitchell 1
Yuval Kluger 1
Koonchan Kim 1
Samuel Figueroa 1
A Lenir 1
S Chan 1
Joseph Mckean 1
Walter Leeb 1
Cyrus Mehta 1
Daniel Dolk 1
Chou Chen 1
Saleem Mohideen 1
Serge Cote 1
A McKenney 1
Carlo Vittoli 1
David Arney 1
Ralf Giering 1
Fabio Dercole 1
Margarida Mello 1
Darwin Klingman 1
George Byrne 1
George Geist 1
H Crane 1
Peter Weinberger 1
Henk Koppelaar 1
Maborobert Ito 1
Gordon Clark 1
G Taylor 1
Leigh Power 1
Kehshin Lii 1
Peter Brown 1
Jim Jones 1
Andrew Salinger 1
Carlo Janna 1
Marc Pfetsch 1
P Papachiou 1
M Halse 1
Michael Schneider 1
Elmar Peise 1
Sue Thorne 1
Mioara Joldeş 1
Sencer Yeralan 1
Lothar Wenzel 1
Rober Grimes 1
Claude Brezinski 1
William McKinney 1
Berthold Horn 1
Roldan Pozo 1
Lawrence Barinka 1
R Simpson 1
Eduardo Gonçalves 1
Raúl Valdés-Pérez 1
Lee Killough 1
Michael Kistler 1
José Álvarez-Cubero 1
Xiaodong Li 1
Ove Edlund 1
Emanuel Schrade 1
Carsten Dachsbacher 1
Niels Neirynck 1
Robert Kirby 1
M Yakovlev 1
William Kurator 1
Andrew Yao 1
Stuart Feldman 1
Heinrich Rolletschek 1
Benjamin Zorn 1
Yixun Shi 1
Lin Lin 1
Yuxiao Hu 1
Cherung Lee 1
Jim Xia 1
William Ward 1
David Probst 1

Affiliation Paper Counts
German Aerospace Center 1
Tech-X Corporation 1
NVIDIA 1
Fordham University 1
CPB Netherlands Bureau for Economic Policy Analysis 1
Laboratoire de l'Informatique du Parallelisme 1
University of Liege 1
Universidad de Los Andes, Colombia 1
Universitat Politecnica de Catalunya 1
Technion - Israel Institute of Technology 1
INRIA Lorraine 1
Barcelona Supercomputing Center 1
Vilnius University 1
VA Medical Center 1
European Organization for Nuclear Research 1
The Council for Scientific and Industrial Research 1
Statoil ASA 1
University of KwaZulu-Natal 1
Linkoping University 1
Davidson College 1
Harris Corporation 1
Winthrop University 1
University of Texas at Arlington 1
University of Amsterdam 1
Meiji University 1
Ritsumeikan University, Biwako-Kusatsu 1
University of Sao Paulo 1
Nanyang Technological University 1
Universidad Catolica de la Santisima Concepcion 1
University College of Boras 1
Lappeenranta University of Technology 1
Chinese University of Hong Kong 1
University of Southern Denmark 1
University of Copenhagen 1
University of Missouri-Columbia 1
St. Louis University 1
Laboratoire d'Informatique, de Robotique et de Microelectronique de Montpellier LIRMM 1
University of Melbourne 1
Tampere University of Technology 1
James Madison University 1
Radcliffe Infirmary 1
Indian Institutes of Managements 1
Humboldt State University 1
University of South Carolina 1
University of Graz 1
Brunel University London 1
Hydrological Service of Israel 1
University of Rochester Laboratory for Laser Energetics 1
Gettysburg College 1
Ohio State University 1
Ethyl Corporation 1
Brooklyn College 1
Western Michigan University 1
Bogazici University 1
Educational Testing Service 1
Macquarie University 1
Polytechnic School of Montreal 1
National Institute for Research and Development in Informatics 1
Thales Alenia Space 1
Public University of Navarrea 1
IBM, Netherlands 1
Open University of the Netherlands 1
Royal Holloway University of London 1
Universite Pierre et Marie Curie 1
Palo Alto Research Center Incorporated 1
Universite Paris-Sud XI 1
University of Puerto Rico-Mayaguez 1
Hong Kong University of Science and Technology 1
California State University Long Beach 1
Riken 1
Universite de Bordeaux 1
University of Haifa 1
Royal Institute of Technology 1
University of Idaho 1
Bergen Scientific Centre 1
Mathematical Research Institute, Utrecht University 1
University of Adelaide 1
National University of Ireland, Galway 1
University of Aarhus 1
Defence Science and Technology Laboratory 1
Universite Paris Saclay 1
United States National Aeronautics and Space Administration 1
University of Bradford 1
Camosun College 1
University of Gottingen 1
Institute of Chemical Methodologies, Rome 1
University of Parma 1
Clark University 1
Stony Brook University 1
California State University Los Angeles 1
Colegio de Postgraduados 1
University of Nebraska - Lincoln 1
SAIC 1
Ohio University Athens 1
University of Reading 1
Wake Forest University 1
Universite Hassan 1er 1
University of Copenhagen, Faculty of Life Sciences 1
MIT Computer Science and Artificial Intelligence Laboratory 1
University of Witwatersrand 1
California State University Northridge 1
Nokia Corporation 1
Research Institute for Advanced Computer Science 1
Brno University of Technology 1
Ca' Foscari University of Venice 1
Universite Claude Bernard Lyon 1 1
Adam Mickiewicz University in Poznan 1
Mathematical Sciences Research Institute 1
Toyota Technological Institute at Chicago 1
Technical University of Hamburg-Harburg 1
Institute for Infocomm Research, A-Star, Singapore 1
Universite Jean Monnet Saint-Etienne 1
Flinders University of South Australia 1
Johns Hopkins Hospital 1
NASA Goddard Space Flight Center 1
University of Illinois 1
University of Missouri-St. Louis 1
Lockheed Martin Corporation 1
University of Calabria 1
University of Massachusetts Amherst 1
National Chiao Tung University Taiwan 1
Ecole Centrale Paris 1
University of Canterbury 1
Verimag 1
Massey University, Auckland 1
Exxon Mobil Corporation 1
Waseda University 1
University of Geneva 1
Laboratoire Bordelais de Recherche en Informatique 1
Institute of Marine Research 1
California State University Fullerton 1
University of Oregon 1
Institute of Ocean Sciences, Fisheries and Oceans Canada 1
University of California, Santa Cruz 1
Ford Motor Company 1
AT&T Information Systems 1
IBM, India 1
Baylor University 1
University of Trento 1
Universite de Bretagne Occidentale 1
Bucknell University 1
ANSYS, Inc. 1
Leibniz Supercomputing Center Munich 1
University of Leicester 1
National Physical Laboratory 1
University of Ulm 1
The University of Warwick 1
Middle East Technical University 1
Auburn University 1
Sabanci University 1
Humboldt University of Berlin 1
Institute of Mathematical Problems of Biology RAS 1
Michigan State University 1
Tamkang University 1
Chuo University 1
Beihang University 1
Indiana University 1
Keimyung University 1
Edinboro University of Pennsylvania 1
RIKEN (The Institute of Physical and Chemical Research) 1
Verizon Communications 1
Miami University Oxford 1
University of Chemistry and Technology, Prague 1
Academy of Economic Studies, Bucharest 1
US Naval Underwater Systems Center 1
Wright State University 1
Airbus Deutschland GmbH 1
Indian Institute of Technology, Madras 1
Computer Sciences Corporation, Australia 1
Bloomsburg University 1
Temple University 1
Illinois Institute of Technology 1
University of Helsinki 1
Harvard-Smithsonian Center for Astrophysics 1
Proudman Oceanographic Laboratory 1
University of Salerno 1
University of California, Riverside 1
Southern Illinois University 1
Utah State University 1
Washington State University 1
Michoacan University of Saint Nicholas of Hidalgo 1
Fort Hays State University 1
Lulea University of Technology 1
Oracle Corporation 1
Aalborg University 1
Universite de Perpignan 1
MITRE Corporation 1
Polytechnic University, Gdansk 1
Rutgers University-Newark Campus 1
Unisys Corporation 1
Cleveland State University 1
Korea Institute of Science and Technology 1
University of Hamburg 1
Siemens AG 1
The University of North Carolina System 1
Lubeck University 1
Kalamazoo College 1
University of Kansas Lawrence 1
University of California, Merced 1
University of Alabama 1
Universite de Limoges 1
Queens College, City University of New York 1
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 1
North-West University 1
Eindhoven University of Technology 1
National Center for Atmospheric Research 1
National University of Cordoba 1
Weierstrass Institute for Applied Analysis and Stochastics 1
Technische Universitat Braunschweig 1
Teikyo Heisei University 1
Universidad Autonoma de Madrid 1
Sunnybrook Health Sciences Centre 1
Danish Meteorological Institute 1
Kennesaw State University 1
The MathWorks, Inc. 1
Universidad Central de Venezuela 1
University of Siena 2
Universite des Sciences et Technologies de Lille 2
University of Stellenbosch 2
University of Stuttgart 2
University of Florence 2
Martin Luther University of Halle-Wittenberg 2
United States Geological Survey Central Region 2
Ontario Cancer Institute 2
Universite Libre de Bruxelles 2
Universidad de la Laguna 2
Clarkson University 2
University of Crete 2
University of Bath 2
Johannes Kepler University Linz 2
Kansas State University 2
Zuse Institute Berlin 2
University of Texas M. D. Anderson Cancer Center 2
The Johns Hopkins University Applied Physics Laboratory 2
National Telecommunications and Information Administration 2
Czech Technical University in Prague 2
Emory University 2
National Autonomous University of Mexico 2
Laboratoire d'Informatique de l'Ecole Polytechnique 2
Griffith University 2
Ariel University Center of Samaria 2
Cardiff University 2
Universite de Nantes 2
Yahoo Inc. 2
University of the West of Scotland 2
Cairo University 2
University Politehnica of Bucharest 2
Naval Surface Warfare Center Dahlgren Division 2
Defence College of Management and Technology 2
Georgia State University 2
University of Wisconsin Eau Claire 2
University of Minho 2
Polytechnic Institute of Turin 2
Fudan University 2
Charles Stark Draper Lab Inc 2
University of Cagliari 2
Uppsala University 2
IBM France Company 2
University of Innsbruck 2
Technical University of Madrid 2
Marshall University 2
The University of Hong Kong 2
University of Tokyo 2
Escuela Tecnica Superior de Ingenieros de Telecomunicacion, Madrid 2
Texas A and M University System 2
University of Verona 2
University of Colorado at Colorado Springs 2
Graz University of Technology 2
University of East Anglia 2
Gonzaga University 2
University of Cyprus 2
Louisiana State University 2
Ames Laboratory 2
The Babcock & Wilcox Company 2
Austrian Academy of Sciences 2
Pacific Northwest National Laboratory 2
Royal Roads University 2
University of Maryland, Baltimore 2
City University of New York 2
Sun Microsystems 2
Syracuse University 2
HP Labs 2
University of Erlangen-Nuremberg 2
University of Ontario Institute of Technology 2
Texas Tech University at Lubbock 2
Hiroshima University 2
Foundation for Research and Technology-Hellas 2
Chinese Academy of Sciences 2
Eastern Washington University 2
California State University 2
Shell Global 2
The University of Georgia 2
Ben-Gurion University of the Negev 2
Hewlett-Packard Inc. 2
University of Wisconsin 2
Wayne State University 2
Catholic University of Louvain, Louvain-la-Neuve 2
Brookhaven National Laboratory 2
Bremen University 2
Bilkent University 2
Google Inc. 2
Oberlin College 2
University of Sheffield 2
Naval Research Laboratory 2
Loughborough University 2
Nortel Networks 2
NASA Langley Research Center 2
Osaka University 2
University of Peloponnese 2
Victoria University of Wellington 2
Universidad De Los Andes, Merida 2
Technical University of Clausthal 2
University of Rhode Island 2
Hanyang University 2
University of California, San Diego 2
Wolfram Research, Inc. 2
General Dynamics Corporation 2
Stanford Linear Accelerator Center 2
McGill University 2
Bowling Green State University 2
McMaster University, Faculty of Engineering 2
SRI International 2
Laval University 2
Carleton University 2
University of Electro-Communications 2
Ecoles polytechniques federales 2
University of Nis 2
Arkansas State University 2
Universite Paris 13 2
Weizmann Institute of Science Israel 2
Queen Mary, University of London 2
University of Monastir 2
Arizona State University 2
Autonomous Technological Institute of Mexico 2
Complutense University of Madrid 2
Universidad Carlos III de Madrid 2
Northeastern Illinois University 2
University of Montpellier 2
Universite de la Mediterranee Aix-Marseille II 2
University of Camerino 2
Naval Postgraduate School 2
Delaware State University 2
University of Groningen 2
Max Planck Institute for Dynamics of Complex Technical Systems 3
King Abdullah University of Science and Technology 3
Institute for Telecommunication Sciences 3
Old Dominion University 3
Technical University of Darmstadt 3
Harvard School of Public Health 3
Oregon State University 3
University of Liverpool 3
University of Regina 3
MRC Clinical Research Centre 3
Marquette University 3
Saarland University 3
Saint Mary's University 3
Rutgers, The State University of New Jersey 3
IBM Italia 3
Gottfried Wilhelm Leibniz Universitat 3
The University of North Carolina at Chapel Hill 3
University of Houston 3
University of Texas at San Antonio 3
University of Wuppertal 3
Hong Kong Baptist University 3
National Technical University of Athens 3
University of New South Wales 3
University of Texas at Dallas 3
Aerospace Corporation, USA 3
Royal Philips Electronics 3
Federal University of Minas Gerais 3
Case Western Reserve University 3
Clemson University 3
IBM Haifa Labs 3
Technical University of Sofia 3
Iowa State University 3
Pontifical Catholic University of Rio de Janeiro 3
Drexel University 3
San Jose State University 3
University of Strathclyde 3
University of Iceland 3
University of Wurzburg 3
Parthenope University of Naples 3
Microsoft Corporation 3
Lockheed Martin Space Systems Company 3
University of Connecticut 3
University of Bristol 3
University of Modena and Reggio Emilia 3
Laboratoire d'Analyse et d'Architecture des Systemes 3
University of Washington, Seattle 3
Kyoto University 3
University of Athens 3
Loyola Marymount University 3
Indian Institute of Technology, Bombay 3
Energy Information Administration 3
National Research Council Canada 3
University of Milan 3
Commissariat a L'Energie Atomique CEA 3
Masaryk University 3
Chemnitz University of Technology 3
University of Texas at El Paso 3
University of Teesside 3
California Institute of Technology 3
Computer Sciences Corporation - USA 3
National Instruments 3
University of California, Los Angeles 3
Fritz Haber Institute of the Max Planck Society 3
University of Pennsylvania 3
Universitat d'Alicante 3
Delft University of Technology 4
University of Virginia 4
Florida State University 4
University College Dublin 4
Colorado State University 4
Cray Inc. 4
University of Munster 4
Naval Surface Warfare Center 4
Columbia University 4
University of Kiel 4
Simon Fraser University 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Indian Institute of Technology, Delhi 4
NASA Ames Research Center 4
Courant Institute of Mathematical Sciences 4
University of Southern California 4
NASA Glenn Research Center 4
AT&T Laboratories Florham Park 4
University of Padua 4
Philips Research 4
Colorado School of Mines 4
University of Arizona 4
Memorial University of Newfoundland 4
United Arab Emirates University 4
Lund University 4
University of New Brunswick 4
V.M.Glushkov Institute of Cybernetics 4
University of Pisa 4
Harwell Lab 4
Brown University 4
University of Minnesota Twin Cities 4
University of Oulu 4
Universite Grenoble Alpes 4
University of Patras 4
Australian National University 4
University of New Mexico 4
Georgia Institute of Technology 4
Poznan University of Technology 4
CNRS Centre National de la Recherche Scientifique 4
RMIT University 4
University of Victoria 4
University of Hawaii at Manoa 4
University of Texas System 4
University of Durham 4
University of Cambridge 5
University of Waikato 5
Florida Institute of Technology 5
Ball State University 5
Universite Paris Sorbonne - Paris IV 5
Leiden University 5
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications 5
University of Vienna 5
Karlsruhe Institute of Technology, Campus South 5
Forschungszentrum Julich GmbH 5
University of Bayreuth 5
University of Auckland 5
Duke University 5
University of Colorado at Denver 5
Utrecht University 5
Universidad Politecnica de Valencia 5
Queen's University Belfast 5
Michigan Technological University 5
General Motors 5
Union Carbide Corporation 5
McMaster University 5
Queen's University, Kingston 5
University of Alberta 5
Facultes Universitaires Notre-Dame de la Paix 5
Politecnico di Milano 5
GM Research Lab 5
Swiss Federal Institute of Technology, Lausanne 5
University of Birmingham 5
IRIT Institut de Recherche Informatique de Toulouse 5
Ryerson University 5
National University of Singapore 5
University of Illinois at Chicago 5
University of Delaware 5
Karlsruhe Institute of Technology 5
University College London 5
Los Alamos National Laboratory 6
Harvard University 6
Kent State University 6
Northern Illinois University 6
Vienna University of Economics and Business Administration 6
Universite de Lyon 6
University of Saskatchewan 6
Simula Research Laboratory 6
State University of Campinas 6
AT&T Inc. 6
Concordia University, Montreal 6
University of Queensland 6
University of California, Irvine 6
University of Oslo 6
University of Bari 6
University Michigan Ann Arbor 6
University of Edinburgh 6
CERFACS 6
University of Chicago 7
Commonwealth Scientific and Industrial Research Organization 7
Norwegian University of Science and Technology 7
University of Roma Tor Vergata 7
Carnegie Mellon University 7
University of Iowa 7
The University of Western Ontario 7
University of Ottawa, Canada 7
Technical University of Munich 7
University of California, Santa Barbara 7
La Trobe University 7
University of Coimbra 7
Johns Hopkins University 7
Academy of Sciences of the Czech Republic (Avcr.Cz) 7
Monash University 7
University of Cantabria 8
The University of Tennessee System 8
Technical University of Berlin 8
University of Pittsburgh 8
Vienna University of Technology 8
Dalhousie University 8
University of Roma La Sapienza 8
University of Western Australia 8
Tokyo Institute of Technology 8
University of Louisiana at Lafayette 8
Technical University of Dresden 9
The College of William and Mary 9
INRIA Sophia Antipolis 9
North Carolina State University 9
University of Leeds 9
Swiss Federal Institute of Technology, Zurich 9
Intel Corporation 9
United Kingdom Atomic Energy Authority 9
University of Kentucky 9
University of Oxford 9
Tel Aviv University 9
New York University 10
University of Zagreb 10
Washington State University Pullman 10
Italian National Research Council 10
Cranfield University 10
Northwestern University 10
University of California, Davis 10
University of Kent 10
IBM, USA 11
University of Bergen 11
Universidad de Zaragoza 11
Ecole Normale Superieure de Lyon 11
University of Bologna 11
University of Twente 12
University of Wisconsin Madison 12
York University Canada 12
Technical University of Denmark 13
Sandia National Laboratories, California 13
Yale University 13
Ghent University 13
Southern Methodist University 13
Jet Propulsion Laboratory 13
Princeton University 13
The University of British Columbia 14
Texas A and M University 14
Cornell University 14
University of Montreal 14
Rensselaer Polytechnic Institute 15
University of Maryland 15
Numerical Algorithms Group 15
University of Notre Dame 16
Universidad Jaume I 16
Massachusetts Institute of Technology 16
University of Antwerp 16
Pennsylvania State University 16
University of Colorado at Boulder 16
Boeing Corporation 18
Oak Ridge National Laboratory 18
University of Naples Federico II 18
Rice University 19
Catholic University of Leuven, Leuven 19
IBM Thomas J. Watson Research Center 19
University of Illinois at Urbana-Champaign 20
Center for Mathematics and Computer Science - Amsterdam 20
University of North Texas 20
University of Utah 21
Lawrence Livermore National Laboratory 21
University of Manchester 21
Stanford University 25
University of Waterloo 26
RWTH Aachen University 27
University of Tennessee, Knoxville 28
Imperial College London 31
Virginia Tech 31
National Institute of Standards and Technology 32
Umea University 35
Lawrence Berkeley National Laboratory 36
Nokia Bell Labs 36
University of California, Berkeley 41
University of Toronto 43
University of Florida 48
Rutherford Appleton Laboratory 55
Purdue University 59
University of Texas at Austin 74
Sandia National Laboratories, New Mexico 81
Argonne National Laboratory 83
 
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