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On the Marginal Standard Error Rule and the Testing of Initial Transient Deletion Methods

In the planning of steady-state simulations, a central issue is the initial transient problem, in which an initial segment of the simulation output is... (more)

A Bayesian Approach to Parameter Inference in Queueing Networks

The application of queueing network models to real-world applications often involves the task of estimating the service demand placed by requests at... (more)

MTSS -- A Marine Traffic Simulation System and Scenario Studies for a Major Hub Port

Hub ports need to ensure that their navigational networks can fulfill increased demand in marine traffic. They also need to assess the possible... (more)

Cycle-Accurate Network on Chip Simulation with Noxim

The on-chip communication in current Chip-MultiProcessors (CMP) and MultiProcessor-SoC (MPSoC) is mainly based on the Network-on-Chip (NoC) design... (more)

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Call for Paper

Special Issue on Formal Methods for the Quantitative Evaluation of Collective Adaptive Systems (Deadline for submission; January, 27 2017)

 

First "State of the Art and Open Challenges" (MS:STAROC) paper published

In "Research Challenges in Parallel and Distributed Simulation", Richard Fujimoto describes the current state and the possible future of parallel and distributed discrete event simulation. READ MORE

Reproducibility initiative successfully launched

The paper Automatic Moment-Closure Approximation of Spatially Distributed Collective Adaptive Systems took successfully part in the new replicating computational results RCR activity.

 

TOMACS Paper in Best of ACM Computing 2014

The paper Space-Time Matching Algorithms for Interest Management in Distributed Virtual Environments has been included in Best of ACM Computing 2014.
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Forthcoming Articles
Multi-Threaded Stochastic PDES for Reactions and Diffusions in Neurons

Calcium plays a pivotal role among the second messenger systems of a neuron. However, the mechanism by which calcium is transmitted in particular neuron domains is a subject of active research. A stochastic reaction-diffusion simulator capable of working at scale can provide a more accurate view of molecular dynamics within the cell. This paper describes a parallel discrete event simulator, Neuron Time Warp-Multi Thread (NTW-MT), developed for the simulation of reaction diffusion models of neurons. The simulator was developed as part of the NEURON project. NTW-MT is optimistic and thread-based, which attempts to capitalize on multi-core architectures used in high performance machines. It makes use of a multi-level queue for the pending event set and a single roll-back message in place of individual anti-messages to disperse contention and decrease overhead of roll-back. Global Virtual Time is computed asynchronously both within and among processes to get rid of the overhead for synchronizing threads. Memory usage is managed in order to avoid locking and unlocking when allocating and de-allocating memory and maximize cache locality. We verified our simulator by a calcium buffer model, examined the performance on a calcium wave model and compared it to the performance of a process based optimistic simulator and a threaded simulator which uses a single priority queue for each thread. Our multi-threaded simulator is shown to achieve superior performance to these simulators.

Relaxing Synchronization in Parallel Agent-based Road Traffic Simulation

Large-scale agent-based traffic simulation is computationally intensive. This triggers the need for using parallel computing techniques. The parallelization of agent-based traffic simulations is generally performed by decomposing the road network into spatial subregions. The agents in each subregion are executed by a Logical Process (LP). Synchronization of LPs is required due to data dependencies between them. Synchronization protocols can be synchronous or asynchronous. An asynchronous protocol allows LPs to progress asynchronously and communicate individually only when there are data dependencies. LPs use lookahead to indicate the time to synchronize with other LPs. The larger the lookahead values, the less frequent the synchronization operations are required. High synchronization overhead is still a major performance issue in large-scale parallel agent-based traffic simulations. In this paper, we develop two heuristics to increase the lookahead of LPs for an asynchronous protocol. Taking advantage of the intrinsic uncertainties in traffic simulation, lookahead is increased by allowing certain violation of data dependencies. In the first heuristic, some synchronization operations are simply skipped. In the second heuristic, the temporal resolution of the models of those agents that cause data dependencies is reduced. Skipping synchronization operations or decreasing the temporal resolution of models should not alter the simulation results statistically. The efficiency of the proposed heuristics is investigated in the parallel agent-based traffic simulator SEMSim Traffic. Experiment results showed that compared to the existing methods the heuristics are able to reduce the running time of the parallel simulation without sacrificing the statistical accuracy of the simulation.

Multivariate Input Uncertainty in Output Analysis for Stochastic Simulation

When we use simulations to estimate the performance of stochastic systems, the simulation is often driven by input models estimated from finite real-world data. A complete statistical characterization of system performance estimates requires quantifying both input model and simulation estimation errors. The components of input models in many complex systems could be dependent. In this paper, we characterize the distribution of a random vector by its marginal distributions and a dependence measure: either product-moment or Spearman rank correlations. To quantify the impact from dependent input model and simulation estimation errors on system performance estimates, we propose a metamodel-assisted bootstrap framework. Specifically, we estimate the key properties of dependent input models with real-world data and construct a joint distribution by using the flexible NORmal To Anything (NORTA) representation. Then, we employ the bootstrap to capture the estimation error of the joint distributions, and an equation-based stochastic kriging metamodel to propagate the input uncertainty to the output mean, which can also reduce the influence of simulation estimation error due to output variability. Asymptotic analysis provides theoretical support for our approach, while an empirical study demonstrates that it has good finite-sample performance.

Semantics and Efficient Simulation Algorithms of an Expressive Multi-Level Modeling Language

The domain-specific modeling and simulation language ML-Rules is aimed at facilitating the description of cell biological systems at different levels of organization. Model states are chemical solutions that consist of dynamically nested, attributed entities. The model dynamics are described by rules that are constrained by arbitrary functions, which can operate on the entities' attributes, (nested) solutions, and the reaction kinetics. Thus, ML-Rules supports an expressive hierarchical, variable structure modeling of cell biological systems. The formal syntax and semantics of ML-Rules show its being firmly rooted in continuous time Markov chains. In addition to a generic stochastic simulation algorithm for ML-Rules, we introduce several specialized algorithms that are able to handle subclasses of ML-Rules more efficiently. The algorithms are compared in a performance study, leading to conclusions on the relation between expressive power and computational complexity of rule-based modeling languages.

Modeling and Simulation of Extreme-Scale Fat-Tree Networks for HPC Systems and Data Centers

As parallel and distributed systems are evolving towards extreme scale, e.g., high-performance computing systems involve millions of cores and billion-way parallelism, and high-capacity storage systems require efficient access to petabyte or exabyte of data, many new challenges are posed on designing and deploying next generation interconnection communication networks in these systems. Fat-tree networks have been widely used in both data centers and HPC systems in the past decades and are promising candidates of the next-generation extreme-scale networks. In this paper, we present FatTreeSim, a simulation framework that supports modeling and simulation of extreme-scale fat-tree networks with the goal of understanding the design constraints of next-generation HPC and distributed systems, and aiding the design and perfor- mance optimization of the applications running on these systems. We have systematically experimented FatTreeSim on Emulab and Blue Gene/Q, and analyzed the scalability and fidelity of FatTreeSim with var- ious network configurations. On the Blue Gene/Q Mira, FatTreeSim can achieve a peak performance of 305 million events per second using 16,384 cores. Finally, we have applied FatTreeSim to simulate several large-scale Hadoop YARN applications to demonstrate its usability.

Exploiting Social Capabilities in the Minority Game

The minority game (MG) is an inductive binary-decision model, that is able to study emergent behaviors in a population of agents which compete, through adaptation, for scarce resources. The original formulation of the game was inspired by the W.B. Arthurs El Farol Bar problem where a fixed number of people have to independently decide, each week, whether to go to a bar having a limited capacity. Peoples choices are only affected by the information about the number of visitors who attended the bar in the past weeks. Basic MG assumes that the information about the past game outcomes is publicly available and it does not contemplate any communication among players. This paper proposes the Dynamic Sociality Minority Game (DSMG), an original variant of the classic MG where (i) information about the outcome of the previously played game step is assumed to be known only by the agents that really attended the bar the previous week and (ii) a dynamically established acquaintance network is introduced to propagate such information among non-attendant players. Specific settings of the game are identified in which DSMG is able to exhibit a better coordination level among players with respect to the standard MG. Emergent properties of the DSMG along with players wellness are thoroughly analyzed through agent-based simulation of a simple road-traffic model.

Bibliometrics

Publication Years 1991-2016
Publication Count 497
Citation Count 4321
Available for Download 497
Downloads (6 weeks) 1230
Downloads (12 Months) 12674
Downloads (cumulative) 257848
Average downloads per article 519
Average citations per article 9
First Name Last Name Award
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Edouard Bugnion ACM Software System Award (2009)
Scott Devine ACM Software System Award (2009)
Babak Falsafi ACM Senior Member (2007)
Philip Heidelberger ACM Gordon Bell Prize (2006)
John Heidemann ACM Senior Member (2007)
Ahmed A Helmy ACM Distinguished Member (2014)
ACM Senior Member (2012)
Edward Lazowska ACM Distinguished Service Award (2009)
ACM Presidential Award (2005)
Margaret Loper ACM Senior Member (2009)
Vishal Misra ACM Senior Member (2013)
Trevor Mudge ACM-IEEE CS Eckert-Mauchly Award (2014)
Michael John North ACM Senior Member (2007)
Eliot Rich ACM Senior Member (2016)
Mendel Rosenblum ACM Software System Award (2009)
ACM Doctoral Dissertation Award (1992)
Brian W. Unger ACM Senior Member (2009)
Benjamin G Zorn ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Peter Glynn 15
Pierre L'Ecuyer 11
Barry Nelson 11
Paul Fishwick 9
Shane Henderson 8
Shalabh Bhatnagar 7
Makoto Matsumoto 7
Sandeep Juneja 7
Richard Fujimoto 7
Marvin Nakayama 7
Philip Heidelberger 7
David Nicol 7
Wolfgang Hörmann 6
David Goldsman 6
Sigrún Andradóttir 6
Wentong Cai 6
Kalyan Perumalla 6
James Calvin 5
Lee Schruben 5
Harald Niederreiter 5
Perwez Shahabuddin 5
Stephen Turner 5
Jose Blanchet 5
Yibing Lin 5
Enver Yücesan 4
Victor Nicola 4
Shu Tezuka 4
Raghu Pasupathy 4
Paul Reynolds, 4
Felisa Vázquez-Abad 4
Adelinde Uhrmacher 4
Michael Devetsikiotis 4
Josef Leydold 4
Christos Alexopoulos 4
Ernest Page 4
Gerhard Derflinger 4
Rajive Bagrodia 4
Szuhui Ng 3
George Kesidis 3
Georgios Theodoropoulos 3
Stefan Wegenkittl 3
Suiping Zhou 3
Yoshiharu Kurita 3
Art Owen 3
Boris Lubachevsky 3
Bruno Tuffin 3
Chunhung Chen 3
Sigrún Andradóttir 3
Raymond Couture 3
Seonghee Kim 3
Luc Devroye 3
Kevin Leder 3
Susan Sanchez 3
Michael Fu 3
Ward Whitt 3
James Wilson 3
Stephen Chick 3
Soumyadip Ghosh 3
Michel Mandjes 3
George Riley 3
Jürgen Eichenauer-Herrmann 3
Junlan Zhou 3
Russell Cheng 3
Jason Liu 2
Saikou Diallo 2
Sheldon Jacobson 2
Alan Weiss 2
Karl Entacher 2
Mineo Takai 2
Rick Goh 2
Robert Sargent 2
Bruno Preiss 2
Roman Chertov 2
Weibo Gong 2
Fernando Barros 2
Bernard Zeigler 2
Stephen Roberts 2
Paul Glasserman 2
Paula Whitlock 2
Dashi Singham 2
Murat Kulahci 2
Teunis Ott 2
Sonia Fahmy 2
Bruce Ankenman 2
Violet Syrotiuk 2
Jose Padilla 2
Liu Hong 2
Jeremy Staum 2
Albert Greenberg 2
Changcheng Huang 2
Robert Dittus 2
Francesco Quaglia 2
Donato D’Ambrosio 2
Sudhakar Yalamanchili 2
Gersende Fort 2
Richard Nance 2
Reid Ness 2
Paul Barton 2
Bruce Schmeiser 2
Joel Esposito 2
Vijay Kumar 2
Ioannis Lambadaris 2
Takuji Nishimura 2
Osman Balci 2
Babak Falsafi 2
Michel Broniatowski 2
Vijay Madisetti 2
Sudhir Srinivasan 2
Henrik Hult 2
Bruno Tuffin 2
Ross Gore 2
Giuliano Casale 2
Keith Ross 2
Jean Walrand 2
Maria Hybinette 2
Lihyuan Deng 2
Vivek Mishra 2
Warren Powell 2
Lachlan Andrew 2
Dan Chen 2
Malcolmyoke Low 2
William Spataro 2
Busung Lee 2
Edward Lazowska 2
Zhengrong Ji 2
David Wood 2
Peter Hellekalek 2
Hui Wang 2
Ness Shroff 2
Marwan Krunz 2
Roland Ewald 2
Zengxiang Li 2
James Nutaro 2
Samir Das 2
Robert Klein 2
Bernd Heidergott 2
Thomas Lucas 2
Loohay Lee 2
Carey Williamson 1
Pasi Lassila 1
Christopher Healey 1
John Granieri 1
Dirk Kroese 1
Jerry Vos 1
Natalie Steiger 1
Jeffrey Joines 1
Benjamin Stopford 1
Seksan Kiatsupaibul 1
Ray Paul 1
Debasis Mitra 1
TagGon Kim 1
Xiaobai Sun 1
Jeffrey Chase 1
Chihchieh Hsu 1
James Stascavage 1
Kihong Park 1
Miguel Canales 1
Daniel Mc Clary 1
Yevgeniy Vorobeychik 1
Denis Miretskiy 1
Rita Brandao 1
Acácio Nova 1
Svend Frølund 1
Shihhsiang Lo 1
I Chung 1
Samsun Lampotang 1
Héctor Cancela 1
Ting Li 1
Haiyan Luo 1
Yang Song 1
Ahmed Helmy 1
Boaz Carmeli 1
Avraham Shtub 1
Lalit Garg 1
Christoph Junghans 1
Stephan Eidenbenz 1
Mamadou Seck 1
Helcio Vieira 1
Mischel Belderrain 1
Jingchen Liu 1
Vivek Gupta 1
Séamus McLoone 1
Declan Delaney 1
Iain Phillips 1
José Hernández 1
Hyo Ashihara 1
Hany Ammar 1
Robert Firby 1
Nelson Fonseca 1
José LóPez-Ardao 1
Stephen Conrad 1
François Baccelli 1
Ian Macintyre 1
Kiran Rege 1
John Shortle 1
Athena Vakali 1
Dimitrios Katsaros 1
Guoqi Qian 1
Theresa Roeder 1
Melike Meterelliyoz 1
Werner Scheinhardt 1
Hong Wan 1
Michael Amrein 1
Bennett Fox 1
Peter Ware 1
P Coe 1
Reuben Pasquini 1
Edward Mascarenhas 1
Yehching Chung 1
Frank Emmerich 1
Feng Tian 1
Judy Jin 1
Peter Frazier 1
Gianluca Bontempi 1
Lawrence Leemis 1
Heinz Zechner 1
M Keane 1
Victor Mak 1
Shlomi Dolev 1
Chungnan Lee 1
Paulo Monteiro 1
Christian Gagné 1
Hendrik Van Landeghem 1
Jinho Lee 1
Robert Leachman 1
Quan Lu 1
Maged Dessouky 1
Shuo Pan 1
Scott Kaplan 1
Aditya Agrawal 1
Winfried Grassmann 1
Philip Kiviat 1
Hernan Awad 1
Benjamin Zorn 1
Kenneth Hardis 1
Taggon Kim 1
François Panneton 1
Pedro Velho 1
Vinoth Suryanarayanan 1
Leila Setayeshgar 1
Byoung Choi 1
Donghun Kang 1
Stein Kristiansen 1
Keith Bisset 1
Gloria Teng 1
Sylvain Le Corff 1
Nando De Freitas 1
Mostafa Ammar 1
Nicolas Sendrier 1
Edward Lee 1
Rajeeva Karandikar 1
Tatiana Zaburnenko 1
Wanmo Kang 1
Davide Marocco 1
Ernstmoritz Hahn 1
François Fages 1
Ambedkar Dukkipati 1
Christoforos Kachris 1
Ira Fischler 1
Benjamin Hamilton 1
Liming Feng 1
Stephen Turner 1
Eunji Lim 1
Haidong Xue 1
Zsolt Haraszti 1
Victor Yau 1
Vineet Goyal 1
Mário Freire 1
Donald Iglehart 1
Wayne Holland 1
Carmen Bobeanu 1
V Bos 1
John Heidemann 1
Vittorio Cortellessa 1
James Gross 1
Jianlong Zhang 1
Dirk Grunwald 1
Alexander Steiniger 1
Swaminathan Sureshchandran 1
Wander Wadman 1
Ravi Sharma 1
Pablo Sánchez 1
Koichiro Inoue 1
Robert Foley 1
Taesik Lee 1
Stuart Sechrest 1
Edouard Bugnion 1
Anand Natrajan 1
Michael Jonas 1
Mark Broadie 1
Dominic Lee 1
Christian Schäfer 1
Shawn Simpson 1
Alexander Andreychenko 1
Hongquan Xu 1
André Seznec 1
Rony Flatscher 1
Colin Atkinson 1
JEFF Hong 1
Martin Nielsen 1
Nikolas Kantas 1
Ferdinando Fioretto 1
Frits Dannenberg 1
Ovidiu Pârvu 1
David Gilbert 1
Hui Chiang 1
Jiaqiao Hu 1
Qi Fan 1
Anja Feldmann 1
Fuad Basis 1
Jun Yuan 1
Michael Pidd 1
Deniz Cetinkaya 1
Alexander Verbraeck 1
Rob Wang 1
Juta Pichitlamken 1
Peter Haas 1
Aaron McCoy 1
Tomás Ward 1
Jonathan Crabtree 1
JyaJang Tsai 1
Michael North 1
Duncan Murdoch 1
Michael Lees 1
Stanislav Volkov 1
Gary Tan 1
J Yu 1
Thomas Wenisch 1
Hyungwook Park 1
Zhanpeng Jin 1
Allen Cheng 1
Nandyala Hemachandra 1
Zelda Zabinsky 1
Robert O'Keefe 1
John Duva 1
Amin Vahdat 1
Christiane Lemieux 1
Nirav Kapadia 1
Martin Stytz 1
Krishnan Kumaran 1
ShingHoi Lee 1
Marissa Borrego 1
Holger Grothe 1
Søren Asmussen 1
Cándido López-García 1
Manuel Fernández-Veiga 1
Kurt Rohloff 1
Eliot Rich 1
Taeshin Park 1
Robert Ronngren 1
Hannes Leeb 1
Georg Pflug 1
Enrico Pontelli 1
Jakob Ruess 1
John Lygeros 1
Fei Liu 1
Clemens Schwaninger 1
Vinod Tipparaju 1
Andreas Reppas 1
JéRôMe Talim 1
HaiFeng Guo 1
Yuguang Fang 1
Yariv Marmor 1
Ken Fullerton 1
Sally McClean 1
Sylvain Housseman 1
ChaKun Lee 1
Nabil Absi 1
David Love 1
Güzin Bayraksan 1
Xi Chen 1
Sarat Moka 1
WaiTeng Tang 1
Ian Thng 1
Mary Wagner 1
John Cleary 1
Adi Raveh 1
José Gallardo 1
Pieter De Boer 1
Weelit Koh 1
Huw Davies 1
Levent Yilmaz 1
Donald Gross 1
Konstantinos Stamos 1
Sumit Kunnumkal 1
Chris Tofts 1
Chenxin Li 1
Paul Bratley 1
ShingGang Kou 1
WuLin Chen 1
Wai Kin 1
Linbo Luo 1
Mary Bailey 1
Simon Taylor 1
Alejandro Hernandez 1
Xiaolin Hu 1
Halim Damerdji 1
Marius Hofert 1
Yuval Elovici 1
Giuseppe Trunfio 1
Kangsun Lee 1
Wenyang Hsia 1
Fragkiskos Papadopoulos 1
Konstantinos Psounis 1
Xi Chen 1
Karl Sigman 1
François De Rainville 1
Yorai Wardi 1
Vishal Misra 1
D Van Beek 1
Mehmet Adak 1
Halit O&gcaron;uztuzun 1
Mikael Adlers 1
Jurgen Doornik 1
Georg Kunz 1
Pétros Ioannou 1
Zhenjiang Dong 1
Gabriel Wainer 1
Daan Crommelin 1
Roman Rozin 1
Boonping Gan 1
Maysoon Abulkhair 1
Scott Devine 1
Anujan Varma 1
Amandine Schreck 1
Sylvia Frühwirth-Schnatter 1
Patrick Ryan 1
Donghua Xu 1
Christopher Healey 1
Kimmo Raatikainen 1
Sheila Banks 1
Chengjye Luh 1
Anoop Gupta 1
David Hardaker 1
Gilberto Mayor 1
David Andersen 1
John Biegel 1
Mingjian Yuan 1
Anurag Kumar 1
George Pallis 1
Yannis Manolopoulos 1
Reiichiro Kawai 1
Ali Tafazzoli 1
Dennis Schaeffer 1
Roland Ibbett 1
Vernon Rego 1
Kayhan İmre 1
Rayadurgam Srikant 1
Benjamin Lok 1
Darren Ong 1
Michael Pagels 1
J Jump 1
Sandhya Dwarkadas 1
Zisheng Chen 1
Samuel Ehrlichman 1
Matthew Carlyle 1
Belgacem Bouzaïene-Ayari 1
Rami Puzis 1
Xiadong Fu 1
J Townsend 1
Anthony LaMarca 1
Reuven Rubinstein 1
Ad Ridder 1
Ricki Ingalls 1
Douglas Morrice 1
Alexander Tuzhilin 1
Olivier Teytaud 1
Pedro Inácio 1
Chengshang Chang 1
Don Towsley 1
Francesco Presti 1
Glenn Carl 1
Kunchan Lan 1
Mirko Stoffers 1
Anastassios Chassiakos 1
George Fishman 1
Jie Li 1
Guy Schiavone 1
Claudia Szabo 1
Miguel Erazo 1
Matthew Sottile 1
Jason Dagit 1
Sangwon Bae 1
Leiting Chen 1
Pete Sanderson 1
Etienne Kerre 1
Jurgen Martens 1
Zdravko Botev 1
Arnaud Legrand 1
Christian Leger 1
Henri Casanova 1
Michael Garnsey 1
Xizhou Feng 1
Jennifer Harlow 1
Ivan Zorych 1
Ziyu Wang 1
Ken Funk 1
Ronald Nolte 1
Linar Mikeev 1
Verena Wolf 1
Emin Sirer 1
Jie Liu 1
Jie Xu 1
Vittoria Personè 1
Evgenia Smirni 1
Marta Kwiatkowska 1
Denis Menshykau 1
Georgios Sirakoulis 1
Georgios Lolas 1
Susan Lewis 1
Nugroho Pujowidianto 1
Hussein Al-Zubaidy 1
Raed Al-Zubi 1
Tirza Lauterman 1
Dagan Schwartz 1
Ohad Greenshpan 1
Christine Currie 1
Elizabeth Corbett 1
Jingjing Wang 1
Nael Abu-Ghazaleh 1
Gongjun Xu 1
Weikun Wang 1
James Swisher 1
Tito Homem-de-Mello 1
Norman Matloff 1
Ai Kuramoto 1
Daniel Heyman 1
Turgay Korkmaz 1
Zhonge Xiao 1
Glen Takahara 1
Qianli Su 1
Paul Dupuis 1
Luis Orozco-Barbosa 1
Robert Smith 1
Demet Batur 1
Benjamin Feng 1
John Reed 1
Yanick Champoux 1
K Chandy 1
Wentoh Liao 1
Leonard Kleinrock 1
Lijun Wang 1
Roger Cooke 1
Thomas Stewart 1
Isi Mitrani 1
Brian Mark 1
Takayuki Osogami 1
Huseyin Topaloglu 1
William Robinson 1
Cristian Borcea 1
Victor Chan 1
Colm O'Cinneide 1
Fred Howell 1
Turgay Celik 1
John Quarles 1
Evan Saltzman 1
Matthias Falkner 1
Ernst Stadlober 1
Jon Parker 1
Jim Chen 1
Andrew Whinston 1
Vikas Jha 1
Manuela Pereira 1
Hatem Sellami 1
Eugene Kerckhoffs 1
Guanhua Yan 1
Sandeep Neema 1
Ronald Wolff 1
George Michailidis 1
Matthew Chidester 1
Olaf Landsiedel 1
Cheng Feng 1
Ivo Adan 1
Aleksandar Milenković 1
Milena Milenković 1
Vivek Borkar 1
Xiaorong Li 1
Weiping Luo 1
Damian Dechev 1
Siegfried Treu 1
Nilay Argon 1
Ferdi Put 1
Hui Wang 1
Trevor Mudge 1
David Nagle 1
Mendel Rosenblum 1
Jim Williams 1
Margaret Loper 1
Minghsing Chiu 1
Srikanth Yoginath 1
Thomas Plagemann 1
Jiangzhuo Chen 1
Suruchi Deodhar 1
Yifei Ma 1
Raazesh Sainudiin 1
Rudolf Frühwirth 1
Marc Suchard 1
Brian Merrell 1
Andrew Klapper 1
Mark Goresky 1
Hans Vangheluwe 1
Taoying Farenhorst-Yuan 1
Ajay Jasra 1
Elena Ehrlich 1
Peter Salemi 1
Rafał Wcisło 1
Dagmar Iber 1
Nigel Saunders 1
Sylvain Soliman 1
Huashuai Qu 1
Enlu Zhou 1
Cigdem Sengul 1
Mustafa Al-Bado 1
Gerardo Rubino 1
Fabrizio Granelli 1
Daniel McClary 1
Sergey Zeltyn 1
Avishai Mandelbaum 1
Arthur Voter 1
Charles Sutton 1
Tiancheng Song 1
Aya Wallwater 1
Jane Douglas 1
Jie Wang 1
Raymond Myers 1
Emily Lada 1
Ioannis Pachoulakis 1
Brian Logan 1
Dimitrios Makrakis 1
José Villén-Altamirano 1
Philippe Barbe 1
Christopher Carothers 1
Stephen Eick 1
Ruth Davies 1
Bradley Mitchell 1
Fred Hickernell 1
Francois Blouin 1
Abdollah Afjeh 1
Gregory Follen 1
José Fortes 1
Wei Jin 1
Larry Soule 1
Jeff Rothenberg 1
Harry Perros 1
Sridhar Ramesh 1
Youngmi Jin 1
Milan Vojnović; 1
Gajanana Nadoli 1
Wayne Loucks 1
Peter Epstein 1
Graham Birtwistle 1
Philip Fleming 1
Thomas Page 1
Lawrence Williams 1
Bedi̇r Tekinerdoğan 1
Cherung Lee 1
Helen Karatza 1
Seungho Lee 1
Youngjun Son 1
Sudip Seal 1
James Sinclair 1
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Xiong Lin 1
Feng Gu 1
George O'Brien 1
Joshua Epstein 1
Meytal Tubi 1
Constantinos Psomas 1
Ram Rajagopal 1
Katia Obraczka 1
Jens Svensson 1
Taewoo Kim 1
Benjamin Melamed 1
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Ákos Lédeczi 1
James Davis 1
Chiali Wang 1
Gilbert Hendry 1
Ashvin Radiya 1
Jun Wang 1
Ta Duong 1
Deli Zhang 1
Bert Zwart 1
Ilchul Moon 1
Richard Simard 1
Denis Choquet 1
Alvin Lebeck 1
Vera Goebel 1
Tobias Helms 1
Sandeep Gupta 1
Ayan Banerjee 1
Joshua Ferguson 1
Tridib Mukherjee 1
Assaf Zeevi 1
Éric Moulines 1
Firas Hamze 1
Gary Warren 1
Kevin Walsh 1
Guangwu Liu 1
Seonghee Kim 1
Elvis Liu 1
Witold Dzwinel 1
Simon Shaw 1
Alfred Park 1
Haralampos Hatzikirou 1
David Nicol 1
Gaurav Sharma 1
Changhee Joo 1
Mohamed Khadiri 1
Song Ci 1
Sandeep Gupta 1
Sara Tzafrir 1
Yossi Mesika 1
Terry Young 1
Dominique Feillet 1
Danny Perez 1
Karl Kienitz 1
Salvatore Monteleone 1
Ericcao Ni 1
Timothy Davis 1
Isaku Wada 1
Ernest Houck 1
Jorma Virtamo 1
James Enns 1
Kellogg Booth 1
Joseph Kearney 1
Yiannis Papelis 1
James Cremer 1
Come Raczy 1
Steve Counsell 1
Anna Lawniczak 1
Manuel Villén-Altamirano 1
Ke Pan 1
Hermann Thorisson 1
Cesar Neto 1
Tamer Bacsar 1
Alan Krantz 1
WeiWin Liou 1
Weining Yang 1
Phillip Dickens 1
Kevin Healy 1
Marco Roccetti 1
Marco Bernardo 1
Bahar Biller 1
Na Li 1
Robert Felderman 1
Su Deng 1
Yuhjeng Lee 1
David Miller 1
Raúl Rodríguez-Rubio 1
Andrés Suárez-González 1
Ihab Hamadeh 1
Jörg Sack 1
Takeshi Tokuyama 1
Rassul Ayani 1
TongqiangTony Wu 1
Alan Whisman 1
Lancelot James 1
James Yan 1
Hans Künsch 1
Burton Simon 1
Pankaj Garg 1
Axel Hein 1
Felipe Knop 1
Honggang Wang 1
Yenlin Chia 1
Louis Birta 1
Peter Buchholz 1
Stylianos Zikos 1
Victor Tay 1
Rolf Waeber 1
Abdeslem Boukhtouta 1
Chanan Glezer 1
Salvatore Di Gregorio 1
K Erickson 1
Vladislav Petkov 1
Vladimir Protopopescu 1
Fang Chu 1
Yujing Wu 1
Yong Liu 1
Yu Gu 1
Paul Wilson 1
Okan Topçu 1
Yingchao Hung 1
Pontus Matstoms 1
Alan George 1
Klaus Wehrle 1
Vashti Galpin 1
A Dieker 1
K Prabuchandran 1
Lucas Schnorr 1
Richard Uhlig 1
Mostafa Bassiouni 1
Dimitrios Stiliadis 1
John Tufarolo 1
Georgios Varsamopoulos 1
Rose Gilbert 1
Dzung Phan 1
Soumyadip Ghosh 1
Sumeetpal Singh 1
Nick Whiteley 1
Segev Wasserkrug 1
Marvin Nakayama 1
David Yuen 1
Michail Tsompanas 1
Ravi Mazumdar 1
Dalei Wu 1
Pnina Vortman 1
Georgina Mellor 1
Murat Gunal 1
Susan Mniszewski 1
Paul Sanchez 1
Shellying Huang 1
Wenjing Hsu 1
Hui Fang 1
Andrea Mineo 1
Davide Patti 1
Steven Marcus 1
Songhee Kim 1
Norman Badler 1
Brian Unger 1
Nicholson Collier 1
Kai Strunz 1
Simon Rosenfeld 1
PeiChi Wu 1
David Talby 1
Dror Feitelson 1
Bruce Cota 1
James Hoe 1
Brad Johnson 1
Xenofontas Dimitropoulos 1
Dmitri Krioukov 1
Henri Faure 1
Pierre Bremaud 1
Arnold Buss 1
Philip Wilsey 1
Dhananjaimadhava Rao 1
Mark Lundstrom 1
David Messerschmitt 1
George Rouskas 1
Tsunyi Tuan 1
Soranun Jiwasurat 1
Ignacio Martinez-Moyano 1
Sanguthevar Rajasekaran 1
Rajeev Shorey 1
Antonis Sidiropoulos 1
Claudia Antonini 1
Yi Ding 1
Karmeshu 1
Yang Hong 1
Pirooz Vakili 1
Mario Cin 1
Josiane Nzouonta 1
Fatma Ozmizrak 1
Rocco Rongo 1
Jun Yin 1
John Drew 1
Steffen Strassburger 1
Navonil Mustafee 1
Andrea Santoro 1
Jean Berger 1
Abraham George 1
J Wegman 1
Tainchi Lu 1
Richard Ladner 1
David Everitt 1
Mingtang Lin 1
Weicherng Liao 1
Ora Percus 1
Denis Laurendeau 1
Minghua Hsieh 1
R Randhawa 1
Jacobus Rooda 1
Johan Olstam 1
Jan Lundgren 1
Adam Schwartz 1
Jingxiang Luo 1
Jane Hillston 1
Jianliang Zheng 1
Alexander Luck 1
Yong Teo 1
Rong Rong 1
Dong Jin 1
Jangwon Bae 1
Guanghui Lu 1
Stephen Herrod 1
Arwa Jamjoom 1
Bradford Canova 1
Stefan Rybacki 1
Madhav Marathe 1
Zahra Abbasi 1
Deniz Cicek 1
Nicolas Chopin 1
Virgile Caron 1
Agnes Fussl 1
David Madigan 1
Alfred Park 1
Pieter Mosterman 1
Thomas Kühne 1
Jie Xu 1
Donghai He 1
Zhaolin Hu 1
Anand Vidyashankar 1
Valerie Demers 1
Giuseppe Filippone 1
Shea Miller 1
Agostino Dovier 1
Monika Heiner 1
Jiehong Jiang 1
Debarghya Ghoshdastidar 1
Andreas Deutsch 1
Xiang Zhou 1
Susan Hunter 1
Shamim Begum 1
Kobi Moskovitch 1
Sergev Wasserkrug 1
Tillal Eldabi 1
Maria Barton 1
Stéphane Dauzère-Pérès 1
David Kamensky 1
Dmitry Ponomarev 1
Kyoungkuk Kim 1
Vincenzo Catania 1
Maurizio Palesi 1
I Wang 1
Gleb Beliakov 1
Javier Aracil 1
Joan Donohue 1
Mordechay Levin 1
Henryk Fukś 1
Roland Wunderlich 1
Charles Overstreet 1
Sujin Kim 1
Waikin Chan 1
Xiaolin Hu 1
Lewis Ntaimo 1
Radharamanan Radhakrishnan 1
Alessandro Aldini 1
Roberto Gorrieri 1
Greg Lomow 1
Sanqi Li 1
Daniel Lewandowski 1
Radboud Tebbens 1

Affiliation Paper Counts
The MathWorks, Inc. 1
National Penghu University 1
Infocomm Development Authority of Singapore 1
Ariel University Center of Samaria 1
Banca d'Italia 1
Microsoft Research Cambridge 1
Statistical and Applied Mathematical Sciences Institute, USA 1
Universita degli Studi di Enna "Kore" 1
Indian School of Business 1
INRIA Saclay 1
Harbin Institute of Technology 1
Agriculture and Agri-Food Canada 1
Cass Business School 1
Brandenburg University of Technology Cottbus 1
Hewlett-Packard 1
Texas A and M University 1
University of Alabama in Huntsville 1
University of Bristol 1
Centre College Kentucky 1
Johannes Kepler University Linz 1
Kasetsart University 1
University of Durham 1
Scott AFB 1
Universite Paul Cezanne Aix-Marseille III 1
Nokia USA 1
Lancaster University 1
National Central University Taiwan 1
University of Plymouth 1
University College Cork 1
Wright-Patterson AFB 1
University of Thessaly 1
University of Vienna 1
Universidad Simon Bolivar 1
Microsoft 1
NASA Glenn Research Center 1
Universidad Autonoma de Madrid 1
National Chengchi University 1
Institute for Advanced Studies 1
University of Roma Tor Vergata 1
San Francisco State University 1
Chulalongkorn University 1
University of New South Wales 1
Technical University of Madrid 1
IBM Zurich Research Laboratory 1
University of Chicago 1
California State University Long Beach 1
University of California, Riverside 1
Aerospace Corporation 1
Queen's University Belfast 1
The University of Georgia 1
Jawaharlal Nehru University 1
Hiroshima University 1
Swinburne University of Technology 1
University of Queensland 1
University of Cambridge 1
University of California System 1
London School of Hygiene & Tropical Medicine 1
California Institute of Technology 1
Universite de Nantes 1
Technological Education Institute-Crete 1
Amherst College 1
The Graduate Center 1
Harvard School of Public Health 1
Indian Institute of Technology, Delhi 1
University of Dortmund 1
University of Leicester 1
York University Canada 1
HEC School of Management 1
University of Cyprus 1
Universidad de la Republica 1
Chin Min Institute of Technology Taiwan 1
Tongji University 1
Yahoo Inc. 1
Indian Statistical Institute (Delhi Centre) 1
Universite Libre de Bruxelles 1
Ericsson Radio Systems AB 1
Chalmers University of Technology 1
Brock University 1
Turku Centre for Computer Science 1
New Mexico State University Las Cruces 1
Virginia Commonwealth University 1
University of Amsterdam 1
Institute for Infocomm Research, A-Star, Singapore 1
Nektar 1
Bar-Ilan University 1
Hunter College 1
University of Helsinki 1
IBM Tokyo Research Laboratory 1
Swansea University 1
Instituto Superior Tecnico 1
University College Dublin 1
Yale University 1
China University of Geosciences, Wuhan 1
Newcastle University, United Kingdom 1
University of Mannheim 1
City University of New York 1
Laboratory of Signals and Systems 1
Sandia National Laboratories, New Mexico 1
University of Maine 1
Universite Paris Dauphine 1
Birkbeck University of London 1
IBM Almaden Research Center 1
University of Adelaide 1
University of Manitoba 1
Korea University of Technology and Education 1
Harvard University 1
University of Sassari 1
Telefonica 1
University of Colorado at Denver 1
The University of Western Ontario 1
Kyoto University 1
Kyushu University 1
Voorhees College 1
BBN Technologies 1
National Dong Hwa University 1
University of Turin 1
Ngee Ann Polytechnic 1
NIH National Cancer Institute 1
Mary Washington Hospital 1
University of Hawaii at Manoa 1
Myongji University 1
AT&T Inc. 1
Hong Kong Baptist University 1
University of California, Davis 1
Oxford Brookes University 1
Bilkent University 1
ENI 1
University of Guelph 1
Sandia National Laboratories, California 1
University of Trento 1
Queen's University, Kingston 1
Instituto de Telecomunicacoes 1
Wichita State University 1
Kyonggi University 1
University of South Carolina 1
Advanced Micro Devices, Inc. 1
Deakin University 1
University of Nebraska at Omaha 1
University of Erlangen-Nuremberg 2
Loughborough University 2
Universite Pierre et Marie Curie 2
University of Calgary 2
Illinois Institute of Technology 2
University of Texas at San Antonio 2
RAND Corporation 2
University of Waikato 2
Institute of High Performance Computing, Singapore 2
National Taiwan University 2
University of Minnesota System 2
Bogazici University 2
Federal University of Rio Grande do Sul 2
CNRS Centre National de la Recherche Scientifique 2
Linkoping University 2
HP Labs 2
National Taichung Institute of Technology Taiwan 2
Technical University of Denmark 2
Auburn University 2
University of Leeds 2
Indian Institute of Technology, Bombay 2
University of Nottingham 2
University of Kentucky 2
AGH University of Science and Technology 2
University of L'Aquila 2
Graz University of Technology 2
Binghamton University State University of New York 2
Hacettepe University 2
University of Coimbra 2
Kumamoto University 2
University of Toledo 2
New York University 2
Brooklyn College 2
Motorola 2
Catholic University of Leuven 2
The University of North Carolina at Chapel Hill 2
University of Udine 2
Stony Brook University 2
University of Memphis 2
University of Miami 2
State University of Campinas 2
Singapore Institute of Manufacturing Technology 2
Syracuse University 2
University of California, San Diego 2
US Naval Academy 2
University of Roma La Sapienza 2
Intel Corporation 2
Laboratoire Traitement et Communication de l'Information 2
Cyprus University of Technology 2
Aalto University 2
National Research Laboratory of Metrology 2
University of Colorado at Boulder 3
University of Beira Interior 3
Middle East Technical University 3
King Abdulaziz University 3
Johns Hopkins University 3
Rice University 3
University of Illinois 3
University of Electronic Science and Technology of China 3
Hebrew University of Jerusalem 3
Hong Kong University of Science and Technology 3
University of Oslo 3
Dartmouth College 3
National Sun Yat-Sen University Taiwan 3
Center for Mathematics and Computer Science - Amsterdam 3
Technical University of Berlin 3
State University of New York at Albany 3
City University of Hong Kong 3
University of Saskatchewan 3
University of Southern California, Information Sciences Institute 3
RWTH Aachen University 3
University of Birmingham 3
University of Ulster 3
IBM 3
Instituto Tecnologico de Aeronautica 3
University of Cincinnati 3
Alcatel-Lucent 3
National University of Ireland, Maynooth 3
University of Bologna 3
TELECOM ParisTech 3
Rutgers, The State University of New Jersey 3
Democritus University of Thrace 3
Ghent University 3
Ecole des Mines de Saint-Etienne 4
McGill University 4
Vanderbilt University 4
Duke University 4
Vrije Universiteit Amsterdam 4
University of Catania 4
MITRE Corporation 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
University of Pittsburgh 4
SAIC 4
National Tsing Hua University 4
Technical University of Dresden 4
University of Canterbury 4
University of California, Santa Cruz 4
Rensselaer Polytechnic Institute 4
University of Nebraska - Lincoln 4
University of Melbourne 4
University of Oxford 4
Institute for Research in IT and Random Systems 4
Ben-Gurion University of the Negev 4
Argonne National Laboratory 4
University of Ottawa, Canada 4
Eindhoven University of Technology 4
Saarland University 4
Austrian Academy of Sciences 5
Princeton University 5
INSEAD Europe 5
Los Alamos National Laboratory 5
The University of British Columbia 5
Georgia State University 5
University of Texas at Austin 5
VA Medical Center 5
Imperial College London 5
Florida International University 5
The College of William and Mary 5
University of Maryland 5
Massachusetts Institute of Technology 5
Telcordia Technologies, Inc. 5
Keio University 5
Universidad de Vigo 5
Carnegie Mellon University 5
University of Wisconsin Madison 5
University of Illinois at Urbana-Champaign 6
Pennsylvania State University 6
Royal Institute of Technology 6
Technical University of Darmstadt 6
Brown University 6
University of Massachusetts Amherst 6
Aristotle University of Thessaloniki 6
University of Calabria 6
University of Virginia 6
Technion - Israel Institute of Technology 6
University of Southampton 6
IBM Haifa Labs 6
Korea Advanced Institute of Science & Technology 6
Laval University 6
Delft University of Technology 7
Old Dominion University 7
University of Washington Seattle 7
University of Southern California 7
Tata Institute of Fundamental Research 7
University of Salzburg 8
Ohio State University 8
University of Waterloo 8
University of Central Florida 8
University of California, Berkeley 8
Swiss Federal Institute of Technology, Zurich 8
Vienna University of Economics and Business Administration 9
University of Rostock 9
University of Pennsylvania 9
Alcatel-Lucent Bell Labs 9
IBM Research 9
Brunel University 9
Oak Ridge National Laboratory 9
University Michigan Ann Arbor 9
University of Edinburgh 9
Arizona State University 10
University of Arizona 10
University of Twente 10
George Mason University 11
IBM Thomas J. Watson Research Center 13
Indian Institute of Science 14
Carleton University 14
Naval Postgraduate School 14
New Jersey Institute of Technology 15
North Carolina State University 16
Northwestern University 16
Purdue University 16
Virginia Tech 16
University of California, Los Angeles 16
Cornell University 17
University of Montreal 17
National University of Singapore 17
University of Florida 21
Stanford University 25
Nanyang Technological University 26
Columbia University 26
Georgia Institute of Technology 52

ACM Transactions on Modeling and Computer Simulation (TOMACS)
Archive


2016
Volume 27 Issue 1, August 2016  Issue-in-Progress
Volume 26 Issue 4, May 2016
Volume 26 Issue 3, February 2016 Special Issue on ACAM and Regular Papers
Volume 26 Issue 2, January 2016

2015
Volume 26 Issue 1, December 2015 Special Issue PADS
Volume 25 Issue 4, November 2015 Special Issue on Don Iglehart
Volume 25 Issue 3, May 2015
Volume 25 Issue 2, April 2015 Special Issue on Computational Methods in Systems Biology
Volume 25 Issue 1, January 2015

2014
Volume 24 Issue 4, August 2014 Special Issue on Emerging Methodologies and Applications
Volume 24 Issue 3, May 2014
Volume 24 Issue 2, February 2014
Volume 24 Issue 1, January 2014 Special issue on simulation in complex service systems

2013
Volume 23 Issue 4, October 2013
Volume 23 Issue 3, July 2013
Volume 23 Issue 2, May 2013
Volume 23 Issue 1, January 2013 Special Issue on Monte Carlo Methods in Statistics

2012
Volume 22 Issue 4, November 2012
Volume 22 Issue 3, August 2012
Volume 22 Issue 2, March 2012

2011
Volume 22 Issue 1, December 2011
Volume 21 Issue 4, August 2011
Volume 21 Issue 3, March 2011
Volume 21 Issue 2, February 2011

2010
Volume 21 Issue 1, December 2010
Volume 20 Issue 4, October 2010
Volume 20 Issue 3, September 2010
Volume 20 Issue 2, April 2010
Volume 20 Issue 1, January 2010

2009
Volume 19 Issue 4, October 2009
Volume 19 Issue 3, June 2009
Volume 19 Issue 2, March 2009

2008
Volume 19 Issue 1, December 2008
Volume 18 Issue 4, September 2008
Volume 18 Issue 3, July 2008
Volume 18 Issue 2, April 2008

2007
Volume 18 Issue 1, December 2007
Volume 17 Issue 4, September 2007
Volume 17 Issue 3, July 2007
Volume 17 Issue 2, April 2007
Volume 17 Issue 1, January 2007

2006
Volume 16 Issue 4, October 2006
Volume 16 Issue 3, July 2006
Volume 16 Issue 2, April 2006
Volume 16 Issue 1, January 2006

2005
Volume 15 Issue 4, October 2005
Volume 15 Issue 3, July 2005
Volume 15 Issue 2, April 2005
Volume 15 Issue 1, January 2005

2004
Volume 14 Issue 4, October 2004
Volume 14 Issue 3, July 2004
Volume 14 Issue 2, April 2004
Volume 14 Issue 1, January 2004

2003
Volume 13 Issue 4, October 2003
Volume 13 Issue 3, July 2003
Volume 13 Issue 2, April 2003
Volume 13 Issue 1, January 2003

2002
Volume 12 Issue 4, October 2002
Volume 12 Issue 3, July 2002
Volume 12 Issue 2, April 2002
Volume 12 Issue 1, January 2002 Special issue: Rare event simulation

2001
Volume 11 Issue 4, October 2001
Volume 11 Issue 3, July 2001
Volume 11 Issue 2, April 2001
Volume 11 Issue 1, Jan. 2001

2000
Volume 10 Issue 4, Oct. 2000
Volume 10 Issue 3, July 2000
Volume 10 Issue 2, April 2000 Special issue on modeling and simulation of communication networks
Volume 10 Issue 1, Jan. 2000

1999
Volume 9 Issue 4, Oct. 1999
Volume 9 Issue 3, July 1999
Volume 9 Issue 2, April 1999
Volume 9 Issue 1, Jan. 1999

1998
Volume 8 Issue 4, Oct. 1998 Special issue on Web-based modeling and simulation
Volume 8 Issue 3, July 1998
Volume 8 Issue 2, April 1998 Special issue on modeling and analysis of stochastic systems
Volume 8 Issue 1, Jan. 1998 Special issue on uniform random number generation

1997
Volume 7 Issue 4, Oct. 1997
Volume 7 Issue 3, July 1997
Volume 7 Issue 2, April 1997
Volume 7 Issue 1, Jan. 1997

1996
Volume 6 Issue 4, Oct. 1996
Volume 6 Issue 3, July 1996
Volume 6 Issue 2, April 1996
Volume 6 Issue 1, Jan. 1996

1995
Volume 5 Issue 4, Oct. 1995
Volume 5 Issue 3, July 1995 Special issue on graphics, animation, and visualization for simulation environments
Volume 5 Issue 2, April 1995
Volume 5 Issue 1, Jan. 1995

1994
Volume 4 Issue 4, Oct. 1994
Volume 4 Issue 3, July 1994
Volume 4 Issue 2, April 1994
Volume 4 Issue 1, Jan. 1994

1993
Volume 3 Issue 4, Oct. 1993
Volume 3 Issue 3, July 1993
Volume 3 Issue 2, April 1993
Volume 3 Issue 1, Jan. 1993

1992
Volume 2 Issue 4, Oct. 1992
Volume 2 Issue 3, July 1992
Volume 2 Issue 2, April 1992
Volume 2 Issue 1, Jan. 1992

1991
Volume 1 Issue 4, Oct. 1991 Special issue on parallel and distributed systems performance
Volume 1 Issue 3, July 1991
Volume 1 Issue 2, April 1991
Volume 1 Issue 1, Jan. 1991
 
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