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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)

BLASFEO: Basic Linear Algebra Subroutines for Embedded Optimization

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 and small-scale high-performance computing, in general. A key difference with respect to existing high-performance implementations of... (more)

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... (more)

Validated and Numerically Efficient Chebyshev Spectral Methods for Linear Ordinary Differential Equations

In this work, we develop a validated numeric method for the solution of linear ordinary differential... (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)

Design and Implementation of Adaptive SpMV Library for Multicore and Many-Core Architecture

Sparse matrix vector multiplication (SpMV) is an important computational kernel in traditional high-performance computing and emerging data-intensive... (more)

Algorithm 989: 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... (more)

Algorithm 990: Efficient Atlasing and Search of Configuration Spaces of Point-Sets Constrained by Distance Intervals

For configurations of point-sets that are pairwise constrained by distance intervals, the EASAL software implements a suite of algorithms that characterize the structure and geometric properties of the configuration space. The algorithms generate, describe, and explore these configuration spaces using generic rigidity properties, classical results... (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
Mathematics and Speed for Interval Arithmetic - A Complement to IEEE 1788

Abstract. The paper begins with an axiomatic definition of rounded arithmetic. The concepts of rounding and of rounded arithmetic operations are defined in an axiomatic manner fully independent of special data formats and encodings. Basic properties of floating-point and interval arithmetic can directly be derived from this abstract model. Interval operations are defined as set operations for elements of the set IR of closed and connected sets of real numbers. As such they form an algebraically closed subset of the powerset of the real numbers. This property leads to explicit formulas for the arithmetic operations of floating-point intervals of IF, which are executable on the computer. Arithmetic for intervals of IF forms an exception free calculus, i.e., arithmetic operations for intervals of IF always lead to intervals of IF again. Later sections are concerned with programming support and hardware for interval arithmetic. Section 9 illustrates that interval arithmetic as developed in this paper has already a long tradition. Products based on these ideas have been available since 1980. Implementing what the paper advocates would have a profound effect on mathematical software. Modern processor architecture comes quite close to what is requested in this paper.

randUTV: A blocked randomized algorithm for computing a rank-revealing UTV factorization

A randomized algorithm for computing a so called UTV factorization efficiently is presented. Given a matrix $A$, the algorithm "randUTV" computes a factorization $A = UTV^{*}$, where $U$ and $V$ have orthonormal columns, and $T$ is triangular (either upper or lower, whichever is preferred). The algorithm randUTV is developed primarily to be a fast and easily parallelized alternative to algorithms for computing the Singular Value Decomposition (SVD). randUTV provides accuracy very close to that of the SVD for problems such as low-rank approximation, solving ill-conditioned linear systems, determining bases for various subspaces associated with the matrix, etc. Moreover, randUTV produces highly accurate approximations to the singular values of $A$. Unlike the SVD, the randomized algorithm proposed builds a UTV factorization in an incremental, single-stage, and non-iterative way, making it possible to halt the factorization process once a specified tolerance has been met. Numerical experiments comparing the accuracy and speed of randUTV to the SVD are presented. These experiments demonstrate that in comparison to column pivoted QR, which is another factorization that is often used as a relatively economic alternative to the SVD, randUTV compares favorably in terms of speed while providing far higher accuracy.

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.

Performance and Scalability of the Block Low-Rank Multifrontal Factorization on Multicore Architectures

Matrices coming from elliptic Partial Differential Equations have been shown to have a low-rank property which can be efficiently exploited in multifrontal solvers to provide a substantial reduction of their complexity. Among the possible low-rank formats, the Block Low-Rank format (BLR) is easy to use in a general purpose multifrontal solver and its potential compared to standard (full-rank) solvers has been demonstrated. Recently, new variants have been introduced and it was proved that they can further reduce the complexity but their performance has never been analyzed. In this paper, we present a multithreaded BLR factorization, and analyze its efficiency and scalability in shared-memory multicore environments. We identify the challenges posed by the use of BLR approximations in multifrontal solvers and put forward several algorithmic variants of the BLR factorization that overcome these challenges by improving its efficiency and scalability. We illustrate the performance analysis of the BLR multifrontal factorization with numerical experiments on a large set of problems coming from a variety of real-life applications.

Algorithm xxx: The 2D Tree Sliding Window Discrete Fourier Transform

Batched Triangular Dense Linear Algebra Kernels for Very Small Matrix Sizes on GPUs

Batched dense linear algebra kernels are becoming ubiquitous in scientific applications, ranging from tensor contractions in deep learning to data compression in hierarchical low rank matrix approximation. Within a single API call, these kernels are capable of simultaneously launching up to thousands of similar matrix computations, removing the expensive overhead of multiple API calls while increasing the occupancy of the underlying hardware. A challenge is that for the existing hardware landscape (x86, GPUs, etc.) only a subset of the required batched operations is implemented by the vendors, with limited support for very small problem sizes. We describe the design and performance of a new class of batched triangular dense linear algebra kernels on very small data sizes using single and multiple GPUs. By deploying recursive formulations, stressing the register usage, maintaining data locality, reducing threads synchronization and fusing successive kernel calls, the new batched kernels outperform existing state-of-the-art implementations.

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 1542
Citation Count 16009
Available for Download 1542
Downloads (6 weeks) 4032
Downloads (12 Months) 42006
Downloads (cumulative) 1066396
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
Fred Krogh 21
Jennifer Scott 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
Philippe Toint 6
James Lyness 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
Albrecht Preusser 6
Thomas Hull 6
Annie Cuyt 6
Daniel Kressner 6
Richard Bartels 6
Roger Grimes 6
Patrick Gaffney 5
Geoffrey Hill 5
Robert Schnabel 5
Thomas Coleman 5
Tamar Schlick 5
Salvatore Filippone 5
Jerzy Waśniewski 5
Kendall Atkinson 5
Van Van Snyder 5
Paul Muir 5
Tony Chan 5
Graeme Fairweather 5
Wolfgang Bangerth 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
Jeremy Du Croz 5
Paolo Toth 4
David Dodson 4
Tzemeng Low 4
Andrew Sommese 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
Uwe Naumann 4
Jan Verwer 4
Norman Schryer 4
Naren Ramakrishnan 4
Christian Bischof 4
Jonathan Hogg 4
John Monahan 4
Daniel Lozier 4
Carl De Boor 4
Michael Saunders 4
Filippo Aluffi-Pentini 4
Osni Marques 4
Lothar Reichel 4
Joke Blom 4
Philip Sharp 4
Charles Fulton 4
Jorge Nocedal 4
Ahmed Sameh 4
David Kahaner 4
David Smith 4
Beresford Parlett 4
Tamara Kolda 4
Mariarosaria Rizzardi 4
Richard Brent 4
Michael Patterson 4
Michael Vrahatis 3
Luisa D'Amore 3
Eric Grosse 3
Granville Sewell 3
Michael Berry 3
David Stoutemyer 3
Phyllis Fox 3
Frank Stenger 3
Fayez Alhargan 3
Norman Gibbs 3
Willy Govaerts 3
John Gunnels 3
Silvano Martello 3
Wolfgang Hörmann 3
Shaun Forth 3
Hatem Ltaief 3
Richard Simard 3
Andrew Conn 3
Matthew Weinstein 3
Steven Benson 3
Charles Gear 3
Margaret Wright 3
Kenneth Hillstrom 3
Luís Vicente 3
Alan Genz 3
Francesco Romani 3
Ron Dembo 3
Sanjiva Weerawarana 3
Yifan Hu 3
Thomas Aird 3
Jon Bentley 3
David Kincaid 3
William Brown 3
Alan Jennings 3
Tobin Driscoll 3
Armido DiDonato 3
Alfred Morris 3
R Brankin 3
Joachim Ahrens 3
Tyler Smith 3
Zlatko Drmač 3
Paola Favati 3
Marzio Sala 3
William Kahan 3
Juan Meza 3
Martin Berzins 3
Peter Benner 3
Maria Sosonkina 3
Desmond Higham 3
Jörg Peters 3
Bennett Fox 3
David Bailey 3
Webb Miller 3
Yozo Hida 3
David Shanno 3
Aaron Fogelson 3
Kenneth Neves 3
Anton Zettl 3
Giorgio Carpaneto 3
Ulrich Dieter 3
Ian Barrodale 3
Stan Cabay 3
William Symes 3
Anshul Gupta 3
Richard Fateman 3
Alan Laub 3
Ron Brown 3
Francisco Igual 3
John Rice 3
Arnold Neumaier 3
Lars Karlsson 3
Mofreh Zaghloul 3
Bruce Schmeiser 3
Grazia Lotti 3
Roscoe Bartlett 3
Danny Sorensen 3
Steven Pruess 3
Stef Graillat 3
Christoph Lauter 3
Julien Langou 3
Toyat Cheung 3
Alfredo Buttari 3
Joaquim Martins 3
Bruno Lang 3
Garth Wells 3
Stavros Zenios 3
Masao Kodama 3
Giulio Giunta 3
Kristján Jónasson 3
Kanghoh Phua 3
Robert Granat 3
Niel Madsen 3
J Díaz 3
Lois McInnes 2
Sebastian Ferrando 2
Ichitaro Yamazaki 2
Stanimire Tomov 2
Richard Weiss 2
Greg Henry 2
Sunyoung Kim 2
David McAllister 2
Leslie Foster 2
Dirk Laurie 2
Hans Langtangen 2
Ali Bouaricha 2
James Willenbring 2
John Mulvey 2
Piotr Luszczek 2
Ann Catlin 2
Fabio Luporini 2
Jonathan Hauenstein 2
J Yohe 2
Mohamed Kamel 2
Charles Dunkl 2
Donald Ramirez 2
Richard Byrd 2
Jeffrey Vitter 2
Alan Karp 2
Yves Nievergelt 2
Catherine Houstis 2
S Barry 2
Walter Murray 2
Xiaobai Sun 2
Bryan Marker 2
Michael Giles 2
Per Hansen 2
Jan Olszewski 2
Vincent Lefèvre 2
Cleve Moler 2
Masha Sosonkina 2
Joseph Flaherty 2
Nathan Bell 2
Theodore Papatheodorou 2
Robert Russell 2
J Christiansen 2
Nikos Chrisochoides 2
Ladislav Lukšan 2
Rida Farouki 2
J Smith 2
Bengt Fornberg 2
Mauro Dell'Amico 2
Peter Hanson 2
John Burkardt 2
Colin Cryer 2
Zvi Drezner 2
Michael Jenkins 2
Masakazu Kojima 2
Francisco Sayas 2
Guohua Jin 2
Roy Welsch 2
Mark Gockenbach 2
Wilfried Gansterer 2
Jean Utke 2
Irene Moulitsas 2
Bryan Ford 2
Malcolm Pike 2
Paul Bratley 2
Alexandru Nicolau 2
Mani Mehra 2
Gregory Ammar 2
James Amato 2
Karla Hoffman 2
Douglas Shier 2
Michael Mascagni 2
Robert Skeel 2
Ásgeir Birkisson 2
George Marsaglia 2
Marnix Van Daele 2
Will Wright 2
Jörn Springer 2
Scott Sarra 2
Jian He 2
Victor Eijkhout 2
Ove Skovgaard 2
Frederick Fritsch 2
Arno Rasch 2
Tapio Schneider 2
Bruce Fabijonas 2
Kenneth Jackson 2
Arunachalam Ravindran 2
Charles Duris 2
Jean L'excellent 2
George Davis 2
Roger Abernathy 2
J Weideman 2
George Hall 2
Voratas Kachitvichyanukul 2
Nelson Beebe 2
James Ball 2
Michel Cosnard 2
Dennis Snow 2
Jorge Leis 2
José Morales 2
Christopher Darby 2
Ilyssa Sanders 2
Geoffrey Huntington 2
Thomas Foley 2
Gustaf Söderlind 2
P Culligan-Hensley 2
Michele Goano 2
George Miminis 2
Charles Van Loan 2
Bart Waanders 2
Kazushige Goto 2
Duncan, Lawrie 2
David Jeffrey 2
Spencer Shellman 2
Christopher Paige 2
I Hill 2
David Spooner 2
Benjamin Burton 2
Per Thomsen 2
Paul Kelly 2
L Stoltz 2
H Knoble 2
David Melgaard 2
Joaquim Júdice 2
William Poole, 2
Richard O'Neill 2
Harvey Greenberg 2
Michael Engquist 2
Leon Lasdon 2
U Pape 2
Jerome Friedman 2
David Watkins 2
Karl Deckers 2
Hayato Waki 2
Peter Dew 2
John Roulier 2
Wenrui Hao 2
Martin Alnaes 2
John Jezioranski 2
A Abrham 2
D Le 2
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Robert Piessens 2
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Karin Bennett 2
Stephen Peters 2
Victor Magron 2
Roy Wampler 2
John Nazareth 2
Richard Wang 2
Markus Neher 2
Brigitte Verdonk 2
Bo Kågström 2
Paolo Costantini 2
David Eyre 2
Paul Stockmeyer 2
Christian Reinsch 2
Robert Smith 2
Luc Giraud 2
Brian Gunter 2
Jose Román 2
Joris Van Deun 2
Timo Betcke 2
David Ham 2
Géza Schrauf 2
Mark Kramer 2
Randall Shirts 2
Frédéric Cazals 2
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T Lam 2
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Omar Awile 1
Steven Parker 1
Rudi Huysmans 1
Arthur Peterson 1
María Rivara 1
Byounghak Lee 1
Franz Winkler 1
Bruno Buchberger 1
Miroslav Rozlozník 1
William Cook 1
E Weinan 1
Stuart Anderson 1
Michail Konstantinov 1
Xianyi Zhang 1
Pedro Zufiria 1
Romain Lebreton 1
Lorenz Hübschle-Schneider 1
Ben Sommeijer 1
Endre László 1
Sherif Hashem 1
Scott Hampton 1
Piers Lawrence 1
Gary Haggard 1
Pedro Gonnet 1
Manjula Iyer 1
Carl Ollivier-Gooch 1
Timothy Tautges 1
Joseph Simpson 1
Fouad Majaess 1
S Pérez-Rodríguez 1
Tran-Thong 1
A Benson 1
David Twigg 1
Peter Zapol 1
Alison Ramage 1
Richard Peskin 1
Zhixing Fu 1
Peter Wittek 1
David Flamm 1
Gregory Imirzian 1
Torbjorn Wiberg 1
Malcolm Keech 1
Valérie Frayssé 1
Shakhina Pulatova 1
Carl Bailey 1
James George 1
Erick Moreno-Centeno 1
Wen Huang 1
John Dinkel 1
James Blue 1
Patrick Notz 1
G Elizondo 1
John Koonatz 1
Nela Bosner 1
Petri Piiroinen 1
Alexander Ostermann 1
T Bui 1
Tiara Turner 1
Lawrence Kolasa 1
Henry Gabb 1
Chris Wallace 1
Ulrich Hetmaniuk 1
Jean Boissonnat 1
David Coleman 1
Yifeng Tsai 1
Kamil Khan 1
Miodrag Petković 1
William Whiten 1
Jared Aurentz 1
Hédi BelHadjSalah 1
Shmuel Gal 1
Gilles Hennenfent 1
Jan Korst 1
Michael Chang 1
Christian Schröder 1
Mark Wells 1
Berend Hasselman 1
Dieter Kraft 1
Stefano Pallottino 1
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Wang Lim 1
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W Coen 1
C Pursglove 1
M Lybanon 1
Thomas Ryan 1
Walton Gregory 1
Pierre Fortin 1
Michael Lange 1
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John Wisniewski 1
Andris Zoltners 1
Davi Tozoni 1
Karl Rupp 1
Josef Weinbub 1
Mokwon Lee 1
Jerome Coonen 1
Harry Joe 1
Adhemar Bultheel 1
Margaret Myers 1
John Mellor-Crummey 1
Esko Ukkonen 1
G Stuart 1
Elaine Notis 1
J Schonfelder 1
Kresimir Fresl 1
Ashwin Nanjappa 1
Tiowseng Tan 1
Zhiyong Huang 1
Martin Gander 1
Eloy Romero 1
Marie Rognes 1
Luis La Cruz 1
Jens Saak 1
Robert Hoekstra 1
Ken Stanley 1
Kevin Long 1
Ilan Bar-On 1
Juan Peña 1
Daniel Ibanez 1
Cameron Smith 1
James Hungerford 1
Shen Wang 1
Mike Fagan 1
Nathan Tallent 1
Wojciech Smigaj 1
Martin Schweiger 1
Dirk Lorenz 1
Rudi Mathon 1
Jennifer Erway 1
Jaap Van Der Vegt 1
Koyang Wang 1
Margaret Gaitatzes 1
Kenneth Hamilton 1
Stuart Hawkins 1
Bram Reps 1
Paul Liu 1
Ádám Koleszár 1
George Paul 1
J Ericksen 1
Paul Van Dooren 1
Jon Bentley 1
Roman Słowiński 1
K Ma 1
Milind Dawande 1
Chenyi Hu 1
Reed Wade 1
Victor Barwell 1
Rudolf Loeser 1
Thomas Robertazzi 1
S Chang 1
Mary Fernandez 1
Dean Duffy 1
Laura Bacchelli-Montefusco 1
Jean Linhart 1
Sivasankaran Rajamanickam 1
Celso Ribeiro 1
Eric Barth 1
Ying Hu 1
E Ellison 1
C Garrett 1
Grégoire Lecerf 1
Carsten Burstedde 1
Anthony Jones 1
George Labahn 1
Dan Shumaker 1
Robert Falgout 1
Michelle Strout 1
Hassan Goldani Moghaddam 1
Simon Arridge 1
Flavio Sartoretto 1
Robert Kirby 1
Rosanna Campagna 1
Miroslav Tůma 1
Haim Avron 1
Mahesh Joshi 1
Roger Sidje 1
Mahadevan Ganesh 1
Chen Greif 1
J Kaffanke 1
M Wilson 1
Robert Wilhelmson 1
Michael Heath 1
Gershon Kedem 1
Charles Mesztenyi 1
Rose Motley 1
Wojciech Cellary 1
Edward Rothberg 1
David West 1
Harshad Kanhere 1
Cleve Ashcraft 1
Rachel Gordon 1
Marco Caliari 1
Eduardo D’Azevedo 1
Dimitris Kehagias 1
Nadia Shalaby 1
Steven Wise 1
Gautam Mitra 1
E Gertz 1
Dinesh Nair 1
Homer Walker 1
Robert Melville 1
Peter Markstein 1
Brandon Thompson 1
Teresa Tung 1
M Dobmann 1
Hirokazu Murao 1
K Nair 1
Leon Greenberg 1
Valentina Popescu 1
Michael Eastham 1
Dowyung Yang 1
Daniel Yoo 1
Renato Mesquita 1
Brett Bader 1
J And D. R. Shier 1
Blake Nelson 1
Mauricio Araya-Polo 1
I Molchanov 1
Shannon Scott 1
James Welch 1
J Campbell 1
William Boyce 1
Nicolai Christov 1
Willy Govaerts 1
Dimitra Zottou 1
Peter Sanders 1
Shin Harase 1
Pontus Matstoms 1
Jesús Izaguirre 1
Thierry Matthey 1
Mark Friedman 1
Robert Corless 1
Jeffrey Birch 1
Mark Miller 1
Martin Griss 1
Carter Bays 1
Robert Morris 1
Steven Fenives 1
William Hart 1
Vladimir Rotkin 1
Harold Stone 1
Arthur Norman 1
Mengnien Wu 1
Walter Krämer 1
Werner Hofschuster 1
Jarek Nieplocha 1
Patrick Pelissier 1
Thomas Nelson 1
Andrew Kroshko 1
J Sawshuk 1
Katia Pinchedez 1

Affiliation Paper Counts
Laboratoire de l'Informatique du Parallelisme 1
CPB Netherlands Bureau for Economic Policy Analysis 1
Harris Corporation 1
VA Medical Center 1
University of Texas at Arlington 1
European Organization for Nuclear Research 1
Chinese University of Hong Kong 1
The Council for Scientific and Industrial Research 1
University of KwaZulu-Natal 1
University of Liege 1
Universidad de Los Andes, Colombia 1
Statoil ASA 1
Flinders University of South Australia 1
Johns Hopkins Hospital 1
Humboldt State University 1
University of South Carolina 1
University of Southern Denmark 1
University of Missouri-Columbia 1
University of Calabria 1
Lockheed Martin Corporation 1
University of Copenhagen 1
University of Massachusetts Amherst 1
Tampere University of Technology 1
James Madison University 1
Polytechnic School of Montreal 1
The University of Warwick 1
Hydrological Service of Israel 1
Public University of Navarrea 1
Institute of Mathematical Problems of Biology RAS 1
Nanyang Technological University 1
University of California, Riverside 1
University of Sao Paulo 1
Macquarie University 1
Gettysburg College 1
University of Rochester Laboratory for Laser Energetics 1
Humboldt University of Berlin 1
IBM, Netherlands 1
Open University of the Netherlands 1
Universidad Catolica de la Santisima Concepcion 1
University College of Boras 1
Southern Illinois University 1
Ritsumeikan University, Biwako-Kusatsu 1
Washington State University 1
Educational Testing Service 1
University of Adelaide 1
University of Idaho 1
NVIDIA 1
Tech-X Corporation 1
University of Aarhus 1
Royal Institute of Technology 1
University of Haifa 1
Mathematical Research Institute, Utrecht University 1
Universite de Bordeaux 1
German Aerospace Center 1
Riken 1
United States National Aeronautics and Space Administration 1
Palo Alto Research Center Incorporated 1
Royal Holloway University of London 1
Bergen Scientific Centre 1
Camosun College 1
Universite Paris Saclay 1
University of Bradford 1
University of Puerto Rico-Mayaguez 1
Hong Kong University of Science and Technology 1
California State University Long Beach 1
Universite Paris-Sud XI 1
National University of Ireland, Galway 1
University of Gottingen 1
Institute of Chemical Methodologies, Rome 1
University of Parma 1
Universite Pierre et Marie Curie 1
National Institute for Research and Development in Informatics 1
Western Michigan University 1
Middle East Technical University 1
Thales Alenia Space 1
Clark University 1
Defence Science and Technology Laboratory 1
Linkoping University 1
INRIA Lorraine 1
Technion - Israel Institute of Technology 1
Barcelona Supercomputing Center 1
Winthrop University 1
Davidson College 1
Fordham University 1
Lappeenranta University of Technology 1
University of Amsterdam 1
Universitat Politecnica de Catalunya 1
Vilnius University 1
National University of Cordoba 1
Teikyo Heisei University 1
The MathWorks, Inc. 1
Universidad Central de Venezuela 1
University of Copenhagen, Faculty of Life Sciences 1
University of Witwatersrand 1
California State University Northridge 1
Research Institute for Advanced Computer Science 1
Ohio University Athens 1
Kennesaw State University 1
MIT Computer Science and Artificial Intelligence Laboratory 1
University of Nebraska - Lincoln 1
Sunnybrook Health Sciences Centre 1
SAIC 1
Universidad Autonoma de Madrid 1
Stony Brook University 1
Bloomsburg University 1
Temple University 1
Verizon Communications 1
University of Salerno 1
Adam Mickiewicz University in Poznan 1
Ca' Foscari University of Venice 1
Universite Claude Bernard Lyon 1 1
Computer Sciences Corporation, Australia 1
NASA Goddard Space Flight Center 1
Indian Institutes of Managements 1
St. Louis University 1
University of Canterbury 1
University of Illinois 1
University of Missouri-St. Louis 1
Laboratoire d'Informatique, de Robotique et de Microelectronique de Montpellier LIRMM 1
University of Melbourne 1
Radcliffe Infirmary 1
Ecole Centrale Paris 1
University of Trento 1
Exxon Mobil Corporation 1
Verimag 1
Universite de Bretagne Occidentale 1
Bucknell University 1
ANSYS, Inc. 1
Baylor University 1
Laboratoire Bordelais de Recherche en Informatique 1
AT&T Information Systems 1
University of Leicester 1
Waseda University 1
University of Oregon 1
University of Geneva 1
National Physical Laboratory 1
University of Ulm 1
Institute of Ocean Sciences, Fisheries and Oceans Canada 1
University of California, Santa Cruz 1
IBM, India 1
Institute of Marine Research 1
Massey University, Auckland 1
California State University Fullerton 1
Leibniz Supercomputing Center Munich 1
Ford Motor Company 1
Ethyl Corporation 1
Ohio State University 1
Bogazici University 1
Brunel University London 1
Brooklyn College 1
Meiji University 1
Utah State University 1
Miami University Oxford 1
University of Chemistry and Technology, Prague 1
Academy of Economic Studies, Bucharest 1
RIKEN (The Institute of Physical and Chemical Research) 1
Edinboro University of Pennsylvania 1
Chuo University 1
Toyota Technological Institute at Chicago 1
University of Helsinki 1
Michigan State University 1
Tamkang University 1
Universite Jean Monnet Saint-Etienne 1
Illinois Institute of Technology 1
Indian Institute of Technology, Madras 1
Indiana University 1
Airbus Deutschland GmbH 1
Institute for Infocomm Research, A-Star, Singapore 1
Beihang University 1
Keimyung University 1
Mathematical Sciences Research Institute 1
US Naval Underwater Systems Center 1
Wright State University 1
Harvard-Smithsonian Center for Astrophysics 1
Proudman Oceanographic Laboratory 1
Technical University of Hamburg-Harburg 1
Auburn University 1
Sabanci University 1
University of Graz 1
Siemens AG 1
Korea Institute of Science and Technology 1
University of Hamburg 1
Fort Hays State University 1
Universite de Perpignan 1
University of Alabama 1
The University of North Carolina System 1
Kalamazoo College 1
University of Kansas Lawrence 1
Cleveland State University 1
University of California, Merced 1
Rutgers University-Newark Campus 1
MITRE Corporation 1
Oracle Corporation 1
Lubeck University 1
Polytechnic University, Gdansk 1
National Center for Atmospheric Research 1
Aalborg University 1
Michoacan University of Saint Nicholas of Hidalgo 1
Universite de Limoges 1
Unisys Corporation 1
Lulea University of Technology 1
Queens College, City University of New York 1
North-West University 1
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 1
Eindhoven University of Technology 1
Danish Meteorological Institute 1
Brno University of Technology 1
Weierstrass Institute for Applied Analysis and Stochastics 1
Technische Universitat Braunschweig 1
Universite Hassan 1er 1
Basque Center for Applied Mathematics (BCAM) 1
University of Reading 1
Wake Forest University 1
California State University Los Angeles 1
Colegio de Postgraduados 1
Nokia Corporation 1
Hiroshima University 2
Foundation for Research and Technology-Hellas 2
Delaware State University 2
Shell Global 2
University of Siena 2
Universite Libre de Bruxelles 2
Universite des Sciences et Technologies de Lille 2
Martin Luther University of Halle-Wittenberg 2
University of Stellenbosch 2
University of Florence 2
Clarkson University 2
Universidad de la Laguna 2
United States Geological Survey Central Region 2
University of Stuttgart 2
Ontario Cancer Institute 2
Czech Technical University in Prague 2
Zuse Institute Berlin 2
Kansas State University 2
Emory University 2
University of Bath 2
Johannes Kepler University Linz 2
University of Crete 2
The Johns Hopkins University Applied Physics Laboratory 2
National Telecommunications and Information Administration 2
Griffith University 2
University of Texas M. D. Anderson Cancer Center 2
National Autonomous University of Mexico 2
Laboratoire d'Informatique de l'Ecole Polytechnique 2
Polytechnic Institute of Turin 2
Technical University of Madrid 2
Yahoo Inc. 2
Charles Stark Draper Lab Inc 2
Naval Surface Warfare Center Dahlgren Division 2
Fudan University 2
Cardiff University 2
Ariel University Center of Samaria 2
University of the West of Scotland 2
Georgia State University 2
University Politehnica of Bucharest 2
Defence College of Management and Technology 2
Uppsala University 2
University of Cagliari 2
University of Wisconsin Eau Claire 2
University of Minho 2
Cairo University 2
Universite de Nantes 2
University of Innsbruck 2
IBM France Company 2
Louisiana State University 2
Austrian Academy of Sciences 2
The University of Hong Kong 2
University of Verona 2
Ames Laboratory 2
University of Tokyo 2
Graz University of Technology 2
Texas A and M University System 2
Marshall University 2
University of East Anglia 2
The Babcock & Wilcox Company 2
Gonzaga University 2
Escuela Tecnica Superior de Ingenieros de Telecomunicacion, Madrid 2
University of Colorado at Colorado Springs 2
University of Cyprus 2
Bilkent University 2
Oberlin College 2
Google Inc. 2
NASA Langley Research Center 2
Loughborough University 2
Osaka University 2
Naval Research Laboratory 2
Nortel Networks 2
University of Sheffield 2
Carleton University 2
General Dynamics Corporation 2
University of Memphis 2
Victoria University of Wellington 2
McMaster University, Faculty of Engineering 2
SRI International 2
McGill University 2
Bowling Green State University 2
Hanyang University 2
Arkansas State University 2
University of Peloponnese 2
Laval University 2
University of Electro-Communications 2
University of California, San Diego 2
Wolfram Research, Inc. 2
University of Rhode Island 2
Stanford Linear Accelerator Center 2
Technical University of Clausthal 2
University of Nis 2
Universidad De Los Andes, Merida 2
Ecoles polytechniques federales 2
Queen Mary, University of London 2
Autonomous Technological Institute of Mexico 2
Arizona State University 2
Universite Paris 13 2
University of Monastir 2
Weizmann Institute of Science Israel 2
Naval Postgraduate School 2
University of Camerino 2
Complutense University of Madrid 2
University of Maryland, Baltimore 2
HP Labs 2
Universite de la Mediterranee Aix-Marseille II 2
Pacific Northwest National Laboratory 2
City University of New York 2
Northeastern Illinois University 2
Sun Microsystems 2
Royal Roads University 2
University of Montpellier 2
University of Ontario Institute of Technology 2
University of Erlangen-Nuremberg 2
Universidad Carlos III de Madrid 2
Syracuse University 2
Brookhaven National Laboratory 2
Bremen University 2
University of Wisconsin 2
Wayne State University 2
The University of Georgia 2
Ben-Gurion University of the Negev 2
Eastern Washington University 2
Texas Tech University at Lubbock 2
Hewlett-Packard Inc. 2
California State University 2
University of Groningen 2
Chinese Academy of Sciences 2
University of California, Los Angeles 3
Fritz Haber Institute of the Max Planck Society 3
National Instruments 3
Universitat d'Alicante 3
King Abdullah University of Science and Technology 3
Computer Sciences Corporation - USA 3
Harvard School of Public Health 3
Saint Mary's University 3
Marquette University 3
Saarland University 3
Technical University of Darmstadt 3
University of Liverpool 3
Old Dominion University 3
Oregon State University 3
Institute for Telecommunication Sciences 3
The University of North Carolina at Chapel Hill 3
Rutgers, The State University of New Jersey 3
Gottfried Wilhelm Leibniz Universitat 3
University of Regina 3
MRC Clinical Research Centre 3
IBM Italia 3
Hong Kong Baptist University 3
University of Houston 3
Royal Philips Electronics 3
University of New South Wales 3
University of Wuppertal 3
National Technical University of Athens 3
Federal University of Minas Gerais 3
Aerospace Corporation, USA 3
University of Texas at Dallas 3
University of Texas at San Antonio 3
Clemson University 3
National Chiao Tung University Taiwan 3
Pontifical Catholic University of Rio de Janeiro 3
Case Western Reserve University 3
IBM Haifa Labs 3
Iowa State University 3
Technical University of Sofia 3
Catholic University of Louvain, Louvain-la-Neuve 3
Drexel University 3
Microsoft Corporation 3
Parthenope University of Naples 3
University of Iceland 3
University of Connecticut 3
University of Strathclyde 3
Lockheed Martin Space Systems Company 3
University of Wurzburg 3
San Jose State University 3
University of Bristol 3
University of Washington, Seattle 3
Kyoto University 3
University of Modena and Reggio Emilia 3
Energy Information Administration 3
University of Milan 3
Loyola Marymount University 3
University of Athens 3
National Research Council Canada 3
Indian Institute of Technology, Bombay 3
Commissariat a L'Energie Atomique CEA 3
California Institute of Technology 3
University of Texas at El Paso 3
University of Teesside 3
Chemnitz University of Technology 3
Masaryk University 3
University of Pennsylvania 3
Max Planck Institute for Dynamics of Complex Technical Systems 3
Delft University of Technology 4
University of Virginia 4
Colorado State University 4
University College Dublin 4
Columbia University 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Cray Inc. 4
University of Kiel 4
University of Munster 4
Simon Fraser University 4
Naval Surface Warfare Center 4
Courant Institute of Mathematical Sciences 4
NASA Glenn Research Center 4
AT&T Laboratories Florham Park 4
University of Southern California 4
Indian Institute of Technology, Delhi 4
NASA Ames Research Center 4
Memorial University of Newfoundland 4
Colorado School of Mines 4
University of Padua 4
University of Arizona 4
Philips Research 4
United Arab Emirates University 4
V.M.Glushkov Institute of Cybernetics 4
Lund University 4
Harwell Lab 4
University of New Brunswick 4
University of Pisa 4
Universite Grenoble Alpes 4
University of New Mexico 4
Brown University 4
Georgia Institute of Technology 4
University of the Basque Country 4
Australian National University 4
University of Minnesota Twin Cities 4
Poznan University of Technology 4
University of Patras 4
University of Oulu 4
University of Victoria 4
CNRS Centre National de la Recherche Scientifique 4
University of Texas System 4
University of Hawaii at Manoa 4
RMIT University 4
University of Durham 4
Florida Institute of Technology 5
Karlsruhe Institute of Technology 5
Ball State University 5
Leiden University 5
University of Cambridge 5
Universite Paris Sorbonne - Paris IV 5
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications 5
Florida State University 5
University of Vienna 5
Karlsruhe Institute of Technology, Campus South 5
University of Bayreuth 5
Forschungszentrum Julich GmbH 5
Union Carbide Corporation 5
Utrecht University 5
Duke University 5
General Motors 5
Michigan Technological University 5
University of Auckland 5
University of Colorado at Denver 5
Queen's University Belfast 5
Universidad Politecnica de Valencia 5
McMaster University 5
Laboratoire d'Analyse et d'Architecture des Systemes 5
University of Freiburg 5
Queen's University, Kingston 5
University of Alberta 5
GM Research Lab 5
Swiss Federal Institute of Technology, Lausanne 5
University of Birmingham 5
Facultes Universitaires Notre-Dame de la Paix 5
University of Delaware 5
Ryerson University 5
IRIT Institut de Recherche Informatique de Toulouse 5
University of Waikato 5
Politecnico di Milano 5
National University of Singapore 5
University of Illinois at Chicago 5
University College London 5
CERFACS 6
University of Bari 6
Harvard University 6
Kent State University 6
Northern Illinois University 6
Vienna University of Economics and Business Administration 6
University of Saskatchewan 6
Universite de Lyon 6
State University of Campinas 6
Simula Research Laboratory 6
AT&T Inc. 6
Concordia University, Montreal 6
University of Queensland 6
University of California, Irvine 6
University Michigan Ann Arbor 6
Los Alamos National Laboratory 6
University of Oslo 6
University of Edinburgh 6
University of Chicago 7
Commonwealth Scientific and Industrial Research Organization 7
Johns Hopkins University 7
Norwegian University of Science and Technology 7
University of Coimbra 7
Academy of Sciences of the Czech Republic (Avcr.Cz) 7
Monash University 7
University of Roma Tor Vergata 7
Carnegie Mellon University 7
University of Ottawa, Canada 7
University of Iowa 7
The University of Western Ontario 7
Technical University of Munich 7
University of California, Santa Barbara 7
La Trobe University 7
Technical University of Berlin 8
University of Cantabria 8
The University of Tennessee System 8
University of Pittsburgh 8
Tokyo Institute of Technology 8
Dalhousie University 8
University of Roma La Sapienza 8
University of Western Australia 8
Vienna University of Technology 8
University of Louisiana at Lafayette 8
The College of William and Mary 9
Technical University of Dresden 9
North Carolina State University 9
INRIA Sophia Antipolis 9
University of Leeds 9
Swiss Federal Institute of Technology, Zurich 9
Tel Aviv University 9
University of Kentucky 9
United Kingdom Atomic Energy Authority 9
University of Oxford 9
Intel Corporation 9
Washington State University Pullman 10
New York University 10
University of Zagreb 10
University of California, Davis 10
Cranfield University 10
Northwestern University 10
Italian National Research Council 10
University of Kent 10
IBM, USA 11
Universidad de Zaragoza 11
University of Bologna 11
University of Bergen 11
University of Wisconsin Madison 12
York University Canada 12
Ecole Normale Superieure de Lyon 12
University of Twente 12
Technical University of Denmark 13
Yale University 13
Sandia National Laboratories, California 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
Numerical Algorithms Group 15
University of Maryland 15
University of Colorado at Boulder 16
University of Notre Dame 16
Massachusetts Institute of Technology 16
University of Antwerp 16
Pennsylvania State University 16
Universidad Jaume I 16
Boeing Corporation 18
Oak Ridge National Laboratory 18
University of Naples Federico II 18
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
Rice University 21
Lawrence Livermore National Laboratory 21
University of Manchester 21
University of Utah 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 54
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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