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Numerically Aware Orderings for Sparse Symmetric Indefinite Linear Systems

Sparse symmetric indefinite problems arise in a large number of important application areas; they are often solved through the use of an LDLT... (more)

Geometric Reconstruction of Implicitly Defined Surfaces and Domains with Topological Guarantees

Implicitly described domains are a well-established tool in the simulation of time-dependent... (more)

TTC

We present Tensor Transpose Compiler (TTC), an open-source parallel compiler for multidimensional tensor transpositions. To generate high-performance C++ code, TTC explores a number of optimizations, including software prefetching, blocking, loop-reordering, and explicit vectorization. To evaluate the performance of multidimensional transpositions... (more)

Algorithm 979

To exploit both memory locality and the full performance potential of highly tuned kernels, dense linear algebra libraries, such as linear algebra package (LAPACK), commonly implement operations as blocked algorithms. However, to achieve near-optimal performance with such algorithms, significant tuning is required. In contrast, recursive algorithms... (more)

Algorithm 980

Sparse matrix factorization involves a mix of regular and irregular computation, which is a particular challenge when trying to obtain high-performance on the highly parallel general-purpose computing cores available on graphics processing units (GPUs). We present a sparse multifrontal QR factorization method that meets this challenge and is... (more)

Algorithm 981

In order to solve a differential problem, the Laplace Transform method, when applicable, replaces the problem with a simpler one; the solution is obtained by solving the new problem and then by computing the inverse Laplace Transform of this function. In a numerical context, since the solution of the transformed problem consists of a sequence of... (more)

Algorithm 982

A method to compute explicit solutions of homogeneous triangular systems of first-order linear initial-value ordinary differential equations with constant coefficients is described. It is suitable for the limited case of well separated eigenvalues, or for multiple zero eigenvalues provided the entire column corresponding to a zero eigenvalue is... (more)

Algorithm 983

The detection of heterogeneity among objects (products, treatments, medical studies) assessed on a series of blocks (consumers, patients, methods, pathologists) is critical in numerous areas such as clinical research, cosmetic studies, or survey analysis. The Cochran’s Q test is the most widely used test for identifying... (more)

Algorithm 984

A toolbox called ADiGator is described for algorithmically differentiating mathematical functions in MATLAB. ADiGator performs source transformation via operator overloading using forward mode algorithmic differentiation and produces a file that can be evaluated to obtain the derivative of the original function at a numeric value of the input. A... (more)

Algorithm 985

We present a new simple algorithm for efficient, and relatively accurate computation of the Faddeyeva function w(z). The algorithm carefully exploits previous approximations by Hui et al. (1978) and Humlíček (1982) along with asymptotic expressions from Laplace continued fractions. Over a wide and fine grid of the complex argument, z... (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.

Forthcoming Articles
On round-off error growth in elliptic problems

Large-scale linear systems arise in finite difference and finite element discretizations of elliptic problems. With increasing computer performance, ever larger systems are solved using direct methods. How large can such systems be without roundoff compromising accuracy? Here we model roundoff dynamics in standard $LU$ and $LDL^{\mathrm T}$ decompositions with respect to problem size $N$. For the 1D Poisson equation with Dirichlet boundary conditions on an equidistant grid, we show that the relative error in the factorized matrix grows like $\mathrm O(\epsilon \sqrt{N})$ if roundoffs are modeled as independent, expectation zero random variables. With bias, the growth rate changes to $\mathrm O(\epsilon N)$. Subsequent back substitution results in typical error growths of $\mathrm O(\epsilon N\sqrt{N})$ and $\mathrm O(\epsilon N^2)$, respectively. Error growth is not governed by the condition number, but by the dynamics of the computational process. Computational results are demonstrated in several examples, including a few fourth order 1D problems and second order 2D problems, showing that error accumulation depends strongly on the solution method. Thus, the same $LU$ solver may exhibit different growth rates for the same 2D Poisson problem, depending on whether the 5-point or 9-point FDM operator is used.

Numerical bifurcation analysis of homoclinic orbits embedded in one-dimensional manifolds of maps

We describe new methods for initializing the computation of homoclinic orbits for maps in a state space with arbitrary dimension and for detecting their bifurcations. The initialization methods build on known and improved methods for computing one-dimensional stable and unstable manifolds. The methods are implemented in MatcontM, a freely available toolbox in Matlab for numerical analysis of bifurcations of fixed points, periodic orbits and connecting orbits of smooth nonlinear maps. The bifurcation analysis of homoclinic connections under variation of one parameter is based on continuation methods and allows to detect all known codimension 1 and 2 bifurcations in 3D maps, including tangencies and generalized tangencies. MatcontM provides a graphical user interface, enabling interactive control for all computations. As the prime new feature we discuss an algorithm for initializing connecting orbits in the important special case where either the stable or unstable manifold is one-dimensional, allowing to compute all homoclinic orbits to saddle points in three-dimensional maps. We illustrate this algorithm in the study of the adaptive control map, a 3D map introduced in 1991 by Frouzakis, Adomaitis and Kevrekidis, to obtain a complete bifurcation diagram of the resonance horn in a 1:5 Neimark-Sacker bifurcation point, revealing new features.

SparseX: A Library for High-Performance Sparse Matrix-Vector Multiplication on Multicore Platforms

The Sparse Matrix-Vector Multiplication (SpMV) kernel ranks among the most important and thoroughly studied linear algebra operations, as it lies at the heart of many iterative methods for the solution of sparse linear systems and often constitutes a severe performance bottleneck. Its optimization, which is intimately associated with the data structures used to store the sparse matrix, has always been of particular interest to the applied mathematics and computer science communities and has attracted further attention since the advent of multicore architectures. In this paper, we present SparseX, an open-source software package for performing sparse matrix-vector multiplications on multicore platforms that employs the state-of-the-art Compressed Sparse eXtended (CSX) sparse matrix storage format in order to deliver high efficiency, while providing a highly usable interface that requires limited or no tuning. Performance results indicate our library achieves superior performance over competitive libraries on large scale problems.

Remark on Algorithm 539: A Modern Fortran Reference Implementation for Carefully Computing the Euclidean Norm

New Fortran intrinsic modules for IEEE arithmetic and interoperability with C allow us to produce efficient and reliable software for computing the Euclidean norm of real and complex vectors. An algorithm, due to Kahan, is used that combines exception handling, accuracy and portability. In addition, the occurrence of non-finite values in the input vector is detected and a suitable result is returned. IEEE floating point status flags are also set as appropriate. To improve execution speed, we advocate a hybrid algorithm; a simple loop is used first and, only if IEEE floating point exception flags signal, do we fall back on Kahan's algorithm. Since most input vectors are `easy', i.e., they do not require the sophistication of Kahan's algorithm, the simple loop improves performance while the use of compensated summation ensures high accuracy. A comprehensive suite of test problems has been developed to test both our new implementation as well as existing codes for both accuracy and the appropriate settings of the IEEE arithmetic status flags.

Algorithm xxx: A Suite of Compact Finite Difference Schemes

A collection of the MATLAB routines that compute first and second derivative approximations of an arbitrary function using high-order compact finite difference schemes is presented. For periodic boundary conditions, up to tenth order accurate compact finite difference schemes are obtained for first and second derivative approximations and up to sixth order accurate compact finite difference schemes are obtained for third and fourth derivative approximations. Compact finite difference schemes for first and second derivative approximations are also extended for Dirichlet and Neumann boundary conditions which are up to sixth order accurate. Moreover, high-order compact finite difference schemes for partial derivative approximations of any functions in two variable are also given for periodic and Dirichlet boundary conditions. For each case a MATLAB routine is provided to compute the differentiation matrix. Fourier analysis of the compact finite difference schemes is explained and it is shown that compact finite difference schemes have better resolution characteristics as compared to classical finite difference schemes.

Tight and rigourous error bounds for basic building blocks of double-word arithmetic

We analyze several classical basic building blocks of double-word arithmetic (frequently called ``double-double arithmetic'' in the literature): the addition of a double-word number and a floating-point number, the addition of two double-word numbers, the multiplication of a double-word number by a floating-point number, the multiplication of two double-word numbers, the division of a double-word number by a floating-point number, and the division of two double-word numbers. For multiplication and division we get better relative error bounds than the ones previously published. For addition of two double-word numbers, we show that the previously published bound was wrong, and we provide a relative error bound. We introduce new algorithms for division. We also give examples that illustrate the tightness of our bounds.

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 1975-2017
Publication Count 1515
Citation Count 15011
Available for Download 1515
Downloads (6 weeks) 4595
Downloads (12 Months) 49931
Downloads (cumulative) 1029956
Average downloads per article 680
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)
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
Bo Kågström 15
Donald Amos 14
Lawrence Shampine 14
Richard Hanson 14
Wayne Enright 14
Jorge Moré 12
John Rice 12
Layne Watson 12
James Demmel 12
Burton Garbow 12
Joseph Liu 11
Fred Gustavson 11
William Cody 10
Timothy Hopkins 9
Walter Gautschi 9
Elias Houstis 9
Nico Temme 9
Field Van Zee 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
Patrick Keast 8
John Pryce 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
Albert Buckley 7
Almerico Murli 7
Thomas Hull 6
Albrecht Preusser 6
Daniel Kressner 6
James Lyness 6
Philippe Toint 6
Richard Bartels 6
Roger Grimes 6
Robert Kirby 6
David Gay 6
Ian Gladwell 6
Anders Logg 6
Robert Ward 6
Pierre L'Ecuyer 6
Ronald Cools 6
Panos Pardalos 6
Anil Rao 6
Annie Cuyt 6
Gilbert Stewart 6
William Mitchell 5
Yu Kuznetsov 5
Tamar Schlick 5
Patrick Gaffney 5
Mauricio Resende 5
Geoffrey Hill 5
Robert Schnabel 5
Thomas Coleman 5
Jerzy Waśniewski 5
Paul Muir 5
Van Van Snyder 5
Kendall Atkinson 5
Graeme Fairweather 5
Tony Chan 5
Jean Muller 5
Wolfgang Bangerth 5
Richard Sincovec 5
Sivan Toledo 5
Jarle Berntsen 5
Krzysztof Sikorski 5
Alexander Morgan 5
Zhaojun Bai 5
Jeremy Du Croz 5
Paolo Toth 4
Chao Yang 4
Ian Robinson 4
Salvatore Filippone 4
Andrew Sommese 4
Tzemeng Low 4
Wayne Dyksen 4
David Dodson 4
Valerio Parisi 4
Francesco Zirilli 4
William Hager 4
Alan George 4
Christof Vömel 4
Paul Bailey 4
Richard Lehoucq 4
Calvin Ribbens 4
Norman Schryer 4
Werner Rheinboldt 4
Jan Verwer 4
Naren Ramakrishnan 4
Uwe Naumann 4
Christian Bischof 4
John Monahan 4
Daniel Lozier 4
Jonathan Hogg 4
Charles Fulton 4
Filippo Aluffi-Pentini 4
Lothar Reichel 4
Jorge Nocedal 4
Carl De Boor 4
David Kahaner 4
Michael Saunders 4
Joke Blom 4
Philip Sharp 4
Ahmed Sameh 4
Osni Marques 4
Paolo Bientinesi 4
Michael Patterson 4
David Smith 4
Mariarosaria Rizzardi 4
Richard Brent 4
Tamara Kolda 4
Beresford Parlett 4
Michael Berry 3
Fayez Alhargan 3
Eric Grosse 3
David Stoutemyer 3
Steven Benson 3
Shaun Forth 3
John Gunnels 3
Wolfgang Hörmann 3
Charles Gear 3
Silvano Martello 3
Willy Govaerts 3
Alan Genz 3
Margaret Wright 3
Kenneth Hillstrom 3
Luís Vicente 3
Hatem Ltaief 3
Richard Simard 3
Matthew Weinstein 3
Andrew Conn 3
Norman Gibbs 3
Thomas Aird 3
Tobin Driscoll 3
Yifan Hu 3
Armido Didonato 3
Alfred Morris 3
William Brown 3
Sanjiva Weerawarana 3
Francesco Romani 3
Alan Jennings 3
Ron Dembo 3
David Kincaid 3
Jon Bentley 3
R Brankin 3
Marzio Sala 3
Juan Meza 3
Joachim Ahrens 3
Tyler Smith 3
Zlatko Drmač 3
Paola Favati 3
William Kahan 3
Bennett Fox 3
Martin Berzins 3
Kenneth Neves 3
Anton Zettl 3
Maria Sosonkina 3
Webb Miller 3
Desmond Higham 3
Yozo Hida 3
Peter Benner 3
Aaron Fogelson 3
David Shanno 3
David Bailey 3
Ian Barrodale 3
Anshul Gupta 3
Ulrich Dieter 3
William Symes 3
Stan Cabay 3
Richard Fateman 3
Giorgio Carpaneto 3
Alan Laub 3
Stef Graillat 3
Bruce Schmeiser 3
Christoph Lauter 3
John Rice 3
Francisco Igual 3
Ron Brown 3
Danny Sorensen 3
Julien Langou 3
Lars Karlsson 3
Steven Pruess 3
Arnold Neumaier 3
Mofreh Zaghloul 3
Grazia Lotti 3
Roscoe Bartlett 3
Garth Wells 3
Niel Madsen 3
Alfredo Buttari 3
J Díaz 3
Giulio Giunta 3
Bruno Lang 3
Masao Kodama 3
Kristján Jónasson 3
Stavros Zenios 3
Toyat Cheung 3
Kanghoh Phua 3
Robert Granat 3
Granville Sewell 3
Frank Stenger 3
Phyllis Fox 3
Luisa D'Amore 3
Mohamed Kamel 2
J Smith 2
Bengt Fornberg 2
Joseph Flaherty 2
Ladislav Lukšan 2
Rida Farouki 2
Catherine Houstis 2
Dirk Laurie 2
Ann Catlin 2
Hans Langtangen 2
Ali Bouaricha 2
Greg Henry 2
Leslie Foster 2
Jan Olszewski 2
Robert Russell 2
J Christiansen 2
Michael Giles 2
Richard Byrd 2
Yves Nievergelt 2
David McAllister 2
Piotr Luszczek 2
S Barry 2
John Mulvey 2
Walter Murray 2
Xiaobai Sun 2
Bryan Marker 2
J Yohe 2
Mauro Dell'Amico 2
Per Hansen 2
Charles Dunkl 2
Donald Ramirez 2
Masha Sosonkina 2
James Willenbring 2
Richard Weiss 2
Cleve Moler 2
Irene Moulitsas 2
Guohua Jin 2
Paul Bratley 2
Zvi Drezner 2
Scott Sarra 2
Ove Skovgaard 2
Victor Eijkhout 2
Masakazu Kojima 2
Will Wright 2
Bryan Ford 2
Lois McInnes 2
Frederick Fritsch 2
Michael Mascagni 2
George Marsaglia 2
Colin Cryer 2
John Burkardt 2
Roy Welsch 2
Mark Gockenbach 2
Wilfried Gansterer 2
Francisco Sayas 2
Michael Jenkins 2
Douglas Shier 2
Sebastian Ferrando 2
Tapio Schneider 2
Jörn Springer 2
Peter Hanson 2
Jian He 2
Arno Rasch 2
Bruce Fabijonas 2
Paul Kelly 2
Kazushige Goto 2
Benjamin Burton 2
Voratas Kachitvichyanukul 2
Jorge Leis 2
Roger Abernathy 2
Per Thomsen 2
Joaquim Martins 2
Spencer Shellman 2
David Melgaard 2
George Davis 2
Dennis Snow 2
Thomas Foley 2
David Spooner 2
Christopher Paige 2
J Weideman 2
Charles Van Loan 2
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I Hill 2
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Peter Dew 2
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Marc Daumas 1
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S Wong 1
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Deoksoo Kim 1
Emil Sluşanschi 1
Robert Gower 1
Shahram Semnani 1
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Werner Hofschuster 1
James Pinkert 1
Koyang Wang 1
Margaret Gaitatzes 1
Kenneth Hamilton 1
Ilan Bar-On 1
Daniel Yoo 1
Nela Bosner 1
Robert Corless 1
Mark Friedman 1
Ulrich Hetmaniuk 1
Jared Aurentz 1
Lloyd Fosdick 1
Hédi BelHadjSalah 1
Steven Lee 1
Ray Tuminaro 1
Robert Hoekstra 1
Ken Stanley 1
Kevin Long 1
Vicente Vidal 1
Michael Bader 1
Yinyu Ye 1
Katsuki Fujisawa 1
Kazuhide Nakata 1
Anil Hirani 1
Robert Rosenberg 1
Robert Ketzscher 1
Jeremy and Sven Hammarling 1
Pedro Celis 1
Martin Albrecht 1
John Savage 1
Mohammad Zubair 1
Warren Perger 1
Cevdet Aykanat 1
Jan Huckelheim 1
Jens Müller 1
Victor Magron 1
Radu Serban 1
Victoria Howle 1
Arnaud Bellétoile 1
Pauli Rikula 1
Juha Röning 1
Mourad Gouicem 1
Lin Lin 1
Oliver Meister 1
Kaveh Rahnema 1
Vashek Matyáš 1
Siegfried Rump 1
Walter Schreppers 1
Fabio Dercole 1
George Geist 1
D Vlachos 1
Robert Haymond 1
A Eiger 1
Rondall Jones 1
Benjamin Seibold 1
Makoto Yamashita 1
Edgar Den Boef 1
Ralf Giering 1
Robin Hogan 1
Jeff De Hosson 1
Gordon Bromage 1
Howard Elman 1
V Dadurkevicius 1
David Crouse 1
Claudio Martini 1
Tommaso Toffoli 1
Annick Dhooge 1
Fred Hickernell 1
Jean Lasserre 1
Roy Marsten 1
Carlo Janna 1
Marc Pfetsch 1
K Ramarao 1
Przemyslaw Prusinkiewicz 1
Ramanan Sivasothinathan 1
Margarida Mello 1

Affiliation Paper Counts
National Institute for Research and Development in Informatics 1
University of Puerto Rico-Mayaguez 1
Weierstrass Institute for Applied Analysis and Stochastics 1
Hydrological Service of Israel 1
Leibniz Supercomputing Center Munich 1
Toyota Technological Institute at Chicago 1
Edinboro University of Pennsylvania 1
NVIDIA 1
The MathWorks, Inc. 1
Bergen Scientific Centre 1
Statoil ASA 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
Universite de Bordeaux 1
Universite Paris Saclay 1
Laboratoire Bordelais de Recherche en Informatique 1
Indian Institutes of Managements 1
IBM, India 1
IBM, Netherlands 1
Laboratoire de l'Informatique du Parallelisme 1
Davidson College 1
Technion - Israel Institute of Technology 1
University of Graz 1
Waseda University 1
Universite Claude Bernard Lyon 1 1
Institute of Marine Research 1
Brooklyn College 1
AT&T Information Systems 1
Ecole Centrale Paris 1
Southern Illinois University 1
Open University of the Netherlands 1
Universite Paris-Sud XI 1
University of California, Santa Cruz 1
University of Alabama 1
Harris Corporation 1
Indian Institute of Technology, Madras 1
Korea Institute of Science and Technology 1
Mathematical Research Institute, Utrecht University 1
Defence Science and Technology Laboratory 1
Winthrop University 1
University of Nebraska - Lincoln 1
Stony Brook University 1
University of Melbourne 1
Nokia Corporation 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 Incorporated 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 Company 1
University of Missouri-St. Louis 1
Gettysburg College 1
Temple University 1
Verimag 1
California State University Los Angeles 1
University of Copenhagen 1
Universite Jean Monnet Saint-Etienne 1
University of Gottingen 1
Universidad Catolica de la Santisima Concepcion 1
Universite de Perpignan 1
Utah State University 1
Michigan State University 1
Miami University Oxford 1
Michoacan University of Saint Nicholas of Hidalgo 1
Eindhoven University of Technology 1
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
Universidad de Los Andes, Colombia 1
Vilnius University 1
Ohio University Athens 1
Baylor University 1
Auburn University 1
University of Reading 1
University of Oregon 1
National Chiao Tung University Taiwan 1
Lubeck University 1
MITRE Corporation 1
Mathematical Sciences Research Institute 1
Verizon Communications 1
The Council for Scientific and Industrial Research 1
Ca' Foscari University of Venice 1
Institute of Ocean Sciences, Fisheries and Oceans Canada 1
Beihang University 1
Brno University of Technology 1
Adam Mickiewicz University in Poznan 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
Tech-X Corporation 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
Macquarie University 1
Ethyl Corporation 1
Universite de Bretagne Occidentale 1
European Organization for Nuclear Research 1
Thales Alenia Space 1
US Naval Underwater Systems Center 1
Fort Hays State University 1
University of Calabria 1
Bucknell University 1
University of Canterbury 1
Humboldt State University 1
Royal Holloway University of London 1
Brunel University London 1
Harvard-Smithsonian Center for Astrophysics 1
Flinders University of South Australia 1
California State University Northridge 1
RIKEN (The Institute of Physical and Chemical Research) 1
Indiana University 1
National Center for Atmospheric Research 1
University of Chemistry and Technology, Prague 1
Exxon Mobil Corporation 1
The University of Warwick 1
Aalborg University 1
Meiji University 1
Universite Libre de Bruxelles 1
Rutgers University-Newark Campus 1
California State University Fullerton 1
National University of Cordoba 1
Humboldt University of Berlin 1
Western Michigan University 1
University of Liege 1
Universidad Central de Venezuela 1
Universite Pierre et Marie Curie 1
Johns Hopkins Hospital 1
Royal Institute of Technology 1
University of Amsterdam 1
Institute for Infocomm Research, A-Star, Singapore 1
Chinese University of Hong Kong 1
Illinois Institute of Technology 1
University of Helsinki 1
Lockheed Martin Corporation 1
University of Haifa 1
Radcliffe Infirmary 1
University of Texas at Arlington 1
Ohio State University 1
Arizona State University 1
Queens College, City University of New York 1
Cleveland State University 1
Sintef Foundation for Scientific and Industrial Research At the Norwegian Institute of Technology 1
Middle East Technical University 1
ANSYS, Inc. 1
University of Geneva 1
Proudman Oceanographic Laboratory 1
University of Parma 1
University of Illinois 1
Nanyang Technological University 1
James Madison University 1
Bogazici University 1
Unisys Corporation 1
University of Missouri-Columbia 1
MIT Computer Science and Artificial Intelligence Laboratory 1
NASA Goddard Space Flight Center 1
University of Salerno 1
Academy of Economic Studies, Bucharest 1
Lulea University of Technology 1
University of Rochester Laboratory for Laser Energetics 1
Universitat Politecnica de Catalunya 1
German Aerospace Center 1
Laboratoire d'Informatique, de Robotique et de Microelectronique de Montpellier LIRMM 1
Technical University in Braunschweig 1
University of Copenhagen, Faculty of Life Sciences 1
University of Sao Paulo 1
Massey University 1
Universite de Limoges 1
University of Bradford 1
National University of Ireland, Galway 1
Hong Kong University of Science and Technology 1
Sabanci University 1
Educational Testing Service 1
University of California , Merced 1
Linkoping University 1
University of Adelaide 1
Tampere University of Technology 1
Washington State University 1
Technical University of Hamburg-Harburg 1
University of KwaZulu-Natal 1
University of Ulm 1
National Physical Laboratory 1
Carleton University 2
Bowling Green State University 2
University of Wisconsin 2
Universite de la Mediterranee Aix-Marseille II 2
Foundation for Research and Technology-Hellas 2
Chinese Academy of Sciences 2
Graz University of Technology 2
Texas A and M University System 2
University of Minho 2
Hewlett-Packard Inc. 2
Texas Tech University at Lubbock 2
Technical University of Clausthal 2
University of Florence 2
Johannes Kepler University Linz 2
The Johns Hopkins University Applied Physics Laboratory 2
Queen Mary, University of London 2
University of Durham 2
The Babcock & Wilcox Company 2
Ecoles polytechniques federales 2
Pacific Northwest National Laboratory 2
Cardiff University 2
Osaka University 2
Hanyang University 2
University of Tokyo 2
Stanford Linear Accelerator Center 2
Clarkson University 2
University of Camerino 2
Ben-Gurion University of the Negev 2
Naval Research Laboratory 2
Complutense University of Madrid 2
National Telecommunications and Information Administration 2
Technical University of Madrid 2
University of Athens 2
Laboratoire d'Informatique de l'Ecole Polytechnique 2
The University of Georgia 2
Autonomous Technological Institute of Mexico 2
University of Bath 2
Shell Global 2
Syracuse University 2
University of California, San Diego 2
Hiroshima University 2
Nortel Networks 2
Universite de Nantes 2
University of Verona 2
University of Cagliari 2
University of Electro-Communications 2
National Autonomous University of Mexico 2
Arkansas State University 2
Laval University 2
Indian Institute of Technology, Delhi 2
Zuse Institute Berlin 2
Griffith University 2
Naval Postgraduate School 2
California State University 2
Gonzaga University 2
University of Monastir 2
University of Nis 2
University of Cyprus 2
Yahoo Inc. 2
Ariel University Center of Samaria 2
University of the West of Scotland 2
McMaster University, Faculty of Engineering 2
IBM France Company 2
University of East Anglia 2
SRI International 2
Kansas State University 2
University of Erlangen-Nuremberg 2
NASA Langley Research Center 2
Catholic University of Louvain, Louvain-la-Neuve 2
Loughborough University 2
Emory University 2
University of Crete 2
University of Stellenbosch 2
Universidad Carlos III de Madrid 2
University of Sheffield 2
University of Ontario Institute of Technology 2
Victoria University of Wellington 2
Northeastern Illinois University 2
McGill University 2
Delaware State University 2
University of Siena 2
Universidad de la Laguna 2
Austrian Academy of Sciences 2
University Politehnica of Bucharest 2
University of Peloponnese 2
Uppsala University 2
Marshall University 2
Oberlin College 2
Laboratoire d'Analyse et d'Architecture des Systemes 2
University of Wisconsin Eau Claire 2
Google Inc. 2
Brookhaven National Laboratory 2
The University of Hong Kong 2
City University of New York 2
Louisiana State University 2
Ames Laboratory 2
Bremen University 2
Naval Surface Warfare Center Dahlgren Division 2
Ontario Cancer Institute 2
Wayne State University 2
Universite des Sciences et Technologies de Lille 2
Escuela Tecnica Superior de Ingenieros de Telecomunicacion, Madrid 2
Universite Paris 13 2
Defence College of Management and Technology 2
Fudan University 2
University of Innsbruck 2
University of Groningen 2
University of Colorado at Colorado Springs 2
Cairo University 2
HP Labs 2
University of Rhode Island 2
Eastern Washington University 2
Polytechnic Institute of Turin 2
Georgia State University 2
United States Geological Survey Central Region 2
Czech Technical University in Prague 2
Martin Luther University of Halle-Wittenberg 2
General Dynamics Corporation 2
University of Maryland, Baltimore 2
Sun Microsystems 2
Bilkent University 2
University of Texas M. D. Anderson Cancer Center 2
Royal Roads University 2
Wolfram Research, Inc. 2
University of Stuttgart 2
Charles Stark Draper Lab Inc 2
Weizmann Institute of Science Israel 2
Case Western Reserve University 3
University of Texas at San Antonio 3
Iowa State University 3
Technical University of Sofia 3
University of Modena and Reggio Emilia 3
Institute for Telecommunication Sciences 3
University of Houston 3
Energy Information Administration 3
University of Pennsylvania 3
Old Dominion University 3
University of Texas at El Paso 3
Commissariat a L'Energie Atomique CEA 3
Chemnitz University of Technology 3
CNRS Centre National de la Recherche Scientifique 3
Fritz Haber Institute of the Max Planck Society 3
National Instruments 3
University of Texas at Dallas 3
National Research Council Canada 3
Universitat d'Alicante 3
Kyoto University 3
Technical University of Darmstadt 3
University of Wurzburg 3
Oregon State University 3
Indian Institute of Technology, Bombay 3
Hong Kong Baptist University 3
Drexel University 3
University of Washington, Seattle 3
San Jose State University 3
Marquette University 3
Max Planck Institute for Dynamics of Complex Technical Systems 3
Saint Mary's University 3
Loyola Marymount University 3
Computer Sciences Corporation - USA 3
University of Bristol 3
University of Liverpool 3
Royal Philips Electronics 3
University of Connecticut 3
Lockheed Martin Space Systems Company 3
University of Wuppertal 3
University of Strathclyde 3
The University of North Carolina at Chapel Hill 3
Parthenope University of Naples 3
University of Teesside 3
IBM Haifa Labs 3
Microsoft Corporation 3
Clemson University 3
University of California, Los Angeles 3
University of New South Wales 3
Lund University 3
Masaryk University 3
Aerospace Corporation 3
MRC Clinical Research Centre 3
Federal University of Minas Gerais 3
University of Regina 3
University of Milan 3
Rutgers, The State University of New Jersey 3
California Institute of Technology 3
Pontifical Catholic University of Rio de Janeiro 3
Harvard School of Public Health 3
Saarland University 3
University of Iceland 3
King Abdullah University of Science and Technology 3
IBM Italia 3
University of Munster 4
University of Padua 4
Florida State University 4
University of Victoria 4
Courant Institute of Mathematical Sciences 4
NASA Ames Research Center 4
University College Dublin 4
Delft University of Technology 4
AT&T Laboratories Florham Park 4
Poznan University of Technology 4
United Arab Emirates University 4
Australian National University 4
Colorado State University 4
University of Arizona 4
RMIT University 4
Brown University 4
University of Kiel 4
University of Oulu 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
University of Hawaii at Manoa 4
Colorado School of Mines 4
Philips Research 4
University of New Brunswick 4
Cray Inc. 4
Simon Fraser University 4
Memorial University of Newfoundland 4
Georgia Institute of Technology 4
Naval Surface Warfare Center 4
University of Virginia 4
University Michigan Ann Arbor 4
NASA Glenn Research Center 4
University of Pisa 4
University of Southern California 4
University of Minnesota Twin Cities 4
Columbia University 4
Harwell Lab 4
University of Texas System 4
University of New Mexico 4
V.M.Glushkov Institute of Cybernetics 4
Universite Grenoble Alpes 4
General Motors 5
University of Waikato 5
University of Auckland 5
Facultes Universitaires Notre-Dame de la Paix 5
Forschungszentrum Julich GmbH 5
Utrecht University 5
Duke University 5
GM Research Lab 5
University of Colorado at Denver 5
Florida Institute of Technology 5
Universidad Politecnica de Valencia 5
Queen's University, Kingston 5
Michigan Technological University 5
National University of Singapore 5
Technical University of Dresden 5
Universite Paris Sorbonne - Paris IV 5
University of Birmingham 5
Leiden University 5
University College London 5
University of Delaware 5
University of Bayreuth 5
Politecnico di Milano 5
University of Vienna 5
University of Illinois at Chicago 5
Swiss Federal Institute of Technology, Lausanne 5
Ball State University 5
LORIA Laboratoire Lorrain de Recherche en Informatique et ses Applications 5
Karlsruhe Institute of Technology, Campus South 5
Queen's University Belfast 5
IRIT Institut de Recherche Informatique de Toulouse 5
Union Carbide Corporation 5
University of Alberta 5
Ryerson University 5
University of Cambridge 5
McMaster University 5
Universite de Lyon 5
Vienna University of Economics and Business Administration 6
Simula Research Laboratory 6
Los Alamos National Laboratory 6
University of California, Irvine 6
Northern Illinois University 6
Harvard University 6
University of Oslo 6
AT&T Inc. 6
University of Saskatchewan 6
University of Bari 6
University of Edinburgh 6
State University of Campinas 6
Kent State University 6
CERFACS 6
University of Queensland 6
Concordia University, Montreal 6
Johns Hopkins University 7
La Trobe University 7
The University of Western Ontario 7
Norwegian University of Science and Technology 7
Monash University 7
Technical University of Munich 7
University of Coimbra 7
University of Iowa 7
University of Roma Tor Vergata 7
Carnegie Mellon University 7
University of Ottawa, Canada 7
University of California, Santa Barbara 7
University of Chicago 7
Commonwealth Scientific and Industrial Research Organization 7
Academy of Sciences of the Czech Republic (Avcr.Cz) 7
Technical University of Berlin 8
University of Louisiana at Lafayette 8
University of Cantabria 8
University of Pittsburgh 8
Dalhousie University 8
The University of Tennessee System 8
Vienna University of Technology 8
Swiss Federal Institute of Technology, Zurich 8
University of Oxford 8
Tokyo Institute of Technology 8
University of Western Australia 8
University of Roma La Sapienza 8
Cranfield University 9
United Kingdom Atomic Energy Authority 9
North Carolina State University 9
Tel Aviv University 9
University of Kent 9
University of Leeds 9
University of Kentucky 9
The College of William and Mary 9
Italian National Research Council 9
INRIA Sophia Antipolis 9
Intel Corporation 9
Ecole Normale Superieure de Lyon 10
Northwestern University 10
University of Zagreb 10
University of California, Davis 10
Washington State University Pullman 10
University of Twente 10
New York University 10
Universidad de Zaragoza 11
IBM, USA 11
University of Bologna 11
University of Bergen 11
Ghent University 11
Texas A and M University 12
University of Wisconsin Madison 12
York University Canada 12
Princeton University 13
Yale University 13
Cornell University 13
Jet Propulsion Laboratory 13
Technical University of Denmark 13
Sandia National Laboratories, California 13
Southern Methodist University 13
University of Montreal 14
The University of British Columbia 14
University of Maryland 15
Rensselaer Polytechnic Institute 15
Numerical Algorithms Group 15
University of Colorado at Boulder 16
Pennsylvania State University 16
Universidad Jaume I 16
University of Antwerp 16
University of Notre Dame 16
Massachusetts Institute of Technology 16
University of Naples Federico II 18
Oak Ridge National Laboratory 18
Boeing Corporation 18
Rice University 19
IBM Thomas J. Watson Research Center 19
Catholic University of Leuven, Leuven 19
University of Illinois at Urbana-Champaign 20
Center for Mathematics and Computer Science - Amsterdam 20
University of North Texas 20
Lawrence Livermore National Laboratory 20
University of Manchester 21
University of Utah 21
RWTH Aachen University 23
University of Waterloo 24
Stanford University 25
University of Tennessee, Knoxville 28
Imperial College London 31
Virginia Tech 31
National Institute of Standards and Technology 32
Umea University 34
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 73
Sandia National Laboratories, New Mexico 81
Argonne National Laboratory 83

ACM Transactions on Mathematical Software (TOMS)
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2017
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2007
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2006
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2005
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2004
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2003
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2002
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2001
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2000
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1999
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1998
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1997
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1996
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1995
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1994
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1993
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1992
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1991
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1990
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1989
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1988
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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
Volume 4 Issue 4, December 1978
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1977
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1976
Volume 2 Issue 4, Dec. 1976
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1975
Volume 1 Issue 4, Dec. 1975
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