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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) 1644
Downloads (12 Months) 13196
Downloads (cumulative) 258423
Average downloads per article 520
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
Shu Tezuka 4
Victor Nicola 4
Raghu Pasupathy 4
Paul Reynolds, 4
Felisa Vázquez-Abad 4
Adelinde Uhrmacher 4
Michael Devetsikiotis 4
Josef Leydold 4
Ernest Page 4
Christos Alexopoulos 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
Luc Devroye 3
Seonghee Kim 3
Kevin Leder 3
Susan Sanchez 3
Ward Whitt 3
Michael Fu 3
James Wilson 3
Stephen Chick 3
Soumyadip Ghosh 3
George Riley 3
Michel Mandjes 3
Jürgen Eichenauer-Herrmann 3
Junlan Zhou 3
Russell Cheng 3
Thomas Lucas 2
Loohay Lee 2
Jason Liu 2
Saikou Diallo 2
Sheldon Jacobson 2
Alan Weiss 2
Karl Entacher 2
Mineo Takai 2
Rick Goh 2
Roman Chertov 2
Weibo Gong 2
Fernando Barros 2
Bernard Zeigler 2
Robert Sargent 2
Bruno Preiss 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
Paul Barton 2
Reid Ness 2
Bruce Schmeiser 2
Vijay Kumar 2
Joel Esposito 2
Ioannis Lambadaris 2
Takuji Nishimura 2
Osman Balci 2
Vijay Madisetti 2
Babak Falsafi 2
Michel Broniatowski 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
Lachlan Andrew 2
Warren Powell 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
James Nutaro 2
Zengxiang Li 2
Samir Das 2
Robert Klein 2
Bernd Heidergott 2
Svend Frølund 1
Stephen Turner 1
Eunji Lim 1
Haidong Xue 1
Benjamin Hamilton 1
Zsolt Haraszti 1
Victor Yau 1
Vineet Goyal 1
Mário Freire 1
V Bos 1
Wayne Holland 1
Carmen Bobeanu 1
Jianlong Zhang 1
James Gross 1
Donald Iglehart 1
Ravi Sharma 1
Alexander Steiniger 1
Wander Wadman 1
Taesik Lee 1
John Heidemann 1
Vittorio Cortellessa 1
Dirk Grunwald 1
Pablo Sánchez 1
Koichiro Inoue 1
Robert Foley 1
Stuart Sechrest 1
Edouard Bugnion 1
Anand Natrajan 1
Christian Schäfer 1
Dominic Lee 1
Swaminathan Sureshchandran 1
Michael Jonas 1
Shawn Simpson 1
Mark Broadie 1
André Seznec 1
Hongquan Xu 1
Rony Flatscher 1
Ferdinando Fioretto 1
Frits Dannenberg 1
Alexander Andreychenko 1
Qi Fan 1
Martin Nielsen 1
Nikolas Kantas 1
Colin Atkinson 1
Jiaqiao Hu 1
Ovidiu Pârvu 1
Nando De Freitas 1
Nicolas Sendrier 1
Ernstmoritz Hahn 1
Rajeeva Karandikar 1
Tatiana Zaburnenko 1
Edward Lee 1
Wanmo Kang 1
François Fages 1
Ambedkar Dukkipati 1
Davide Marocco 1
Christoforos Kachris 1
David Gilbert 1
Hui Chiang 1
JEFF Hong 1
Anja Feldmann 1
Fuad Basis 1
Jun Yuan 1
Michael Pidd 1
Peter Haas 1
Deniz Cetinkaya 1
Alexander Verbraeck 1
Rob Wang 1
Juta Pichitlamken 1
Aaron McCoy 1
Tomás Ward 1
Jonathan Crabtree 1
JyaJang Tsai 1
Duncan Murdoch 1
Martin Stytz 1
Michael North 1
John Duva 1
Amin Vahdat 1
ShingHoi Lee 1
Stanislav Volkov 1
Gary Tan 1
J Yu 1
Hyungwook Park 1
Nandyala Hemachandra 1
Zelda Zabinsky 1
Robert Ronngren 1
Paul Bratley 1
Robert O'Keefe 1
Christiane Lemieux 1
Nirav Kapadia 1
Krishnan Kumaran 1
Michael Lees 1
Marissa Borrego 1
Søren Asmussen 1
Thomas Wenisch 1
Zhanpeng Jin 1
Allen Cheng 1
Taeshin Park 1
Sumit Kunnumkal 1
Chenxin Li 1
Holger Grothe 1
Cándido López-García 1
Manuel Fernández-Veiga 1
Kurt Rohloff 1
Eliot Rich 1
Hannes Leeb 1
Donald Gross 1
Konstantinos Stamos 1
ShingGang Kou 1
Wai Kin 1
Chris Tofts 1
Halim Damerdji 1
WuLin Chen 1
Mary Bailey 1
Simon Taylor 1
Alejandro Hernandez 1
Xiaolin Hu 1
Linbo Luo 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
Mehmet Adak 1
Halit O&gcaron;uztuzun 1
Pétros Ioannou 1
Jurgen Doornik 1
Georg Kunz 1
Zhenjiang Dong 1
D Van Beek 1
Mikael Adlers 1
Roman Rozin 1
Boonping Gan 1
Daan Crommelin 1
Maysoon Abulkhair 1
Scott Devine 1
Anujan Varma 1
Sylvia Frühwirth-Schnatter 1
Gabriel Wainer 1
Amandine Schreck 1
Donghua Xu 1
Patrick Ryan 1
Enrico Pontelli 1
Jakob Ruess 1
John Lygeros 1
Christopher Healey 1
Vinod Tipparaju 1
ChaKun Lee 1
Clemens Schwaninger 1
Fei Liu 1
Georg Pflug 1
Andreas Reppas 1
Yuguang Fang 1
HaiFeng Guo 1
JéRôMe Talim 1
Yariv Marmor 1
Sally McClean 1
Ken Fullerton 1
Sylvain Housseman 1
Nabil Absi 1
David Love 1
Güzin Bayraksan 1
Xi Chen 1
Sarat Moka 1
Ian Thng 1
WaiTeng Tang 1
Mary Wagner 1
John Cleary 1
Sheila Banks 1
Levent Yilmaz 1
Kimmo Raatikainen 1
Adi Raveh 1
Pieter De Boer 1
Weelit Koh 1
Huw Davies 1
Chengjye Luh 1
José Gallardo 1
Anurag Kumar 1
Gilberto Mayor 1
David Andersen 1
Ali Tafazzoli 1
Kayhan İmre 1
J Jump 1
Sandhya Dwarkadas 1
Anoop Gupta 1
David Hardaker 1
John Biegel 1
Mingjian Yuan 1
George Pallis 1
Yannis Manolopoulos 1
Reiichiro Kawai 1
Dennis Schaeffer 1
Rayadurgam Srikant 1
Benjamin Lok 1
Vernon Rego 1
Zisheng Chen 1
Roland Ibbett 1
Michael Pagels 1
Samuel Ehrlichman 1
Matthew Carlyle 1
Darren Ong 1
Belgacem Bouzaïene-Ayari 1
Rami Puzis 1
Xiadong Fu 1
J Townsend 1
Reuven Rubinstein 1
Ad Ridder 1
Anthony LaMarca 1
Ricki Ingalls 1
Douglas Morrice 1
Pedro Inácio 1
Alexander Tuzhilin 1
Olivier Teytaud 1
Chengshang Chang 1
Don Towsley 1
Francesco Presti 1
Pete Sanderson 1
Anastassios Chassiakos 1
Mirko Stoffers 1
Zdravko Botev 1
Glenn Carl 1
George Fishman 1
Jie Li 1
Leiting Chen 1
Sangwon Bae 1
Michael Garnsey 1
Claudia Szabo 1
Kunchan Lan 1
Etienne Kerre 1
Jurgen Martens 1
Miguel Erazo 1
Matthew Sottile 1
Jason Dagit 1
Christian Leger 1
Henri Casanova 1
Arnaud Legrand 1
Xizhou Feng 1
Jennifer Harlow 1
Guy Schiavone 1
Ivan Zorych 1
Ziyu Wang 1
Emin Sirer 1
Ken Funk 1
Ronald Nolte 1
Marta Kwiatkowska 1
Linar Mikeev 1
Verena Wolf 1
Jie Xu 1
Jie Liu 1
Denis Menshykau 1
Vittoria Personè 1
Evgenia Smirni 1
Georgios Lolas 1
Georgios Sirakoulis 1
Susan Lewis 1
Nugroho Pujowidianto 1
Raed Al-Zubi 1
Hussein Al-Zubaidy 1
Tirza Lauterman 1
Dagan Schwartz 1
Ohad Greenshpan 1
Christine Currie 1
Elizabeth Corbett 1
Gongjun Xu 1
Jingjing Wang 1
Nael Abu-Ghazaleh 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
Yanick Champoux 1
Qianli Su 1
Paul Dupuis 1
Benjamin Feng 1
John Reed 1
Luis Orozco-Barbosa 1
Roger Cooke 1
Robert Smith 1
Thomas Stewart 1
Huseyin Topaloglu 1
William Robinson 1
Turgay Celik 1
Cristian Borcea 1
Victor Chan 1
K Chandy 1
Wentoh Liao 1
Leonard Kleinrock 1
Lijun Wang 1
Isi Mitrani 1
Brian Mark 1
Takayuki Osogami 1
Demet Batur 1
John Quarles 1
Colm O'Cinneide 1
Evan Saltzman 1
Ernst Stadlober 1
Fred Howell 1
Matthias Falkner 1
Jon Parker 1
Jim Chen 1
Vikas Jha 1
Andrew Whinston 1
Manuela Pereira 1
Hatem Sellami 1
Guanhua Yan 1
Sandeep Neema 1
Ronald Wolff 1
Eugene Kerckhoffs 1
George Michailidis 1
Olaf Landsiedel 1
Cheng Feng 1
Siegfried Treu 1
Ivo Adan 1
Aleksandar Milenković 1
Milena Milenković 1
Weiping Luo 1
Matthew Chidester 1
Nilay Argon 1
Vivek Borkar 1
Jim Williams 1
Margaret Loper 1
Minghsing Chiu 1
Ferdi Put 1
Xiaorong Li 1
Damian Dechev 1
Trevor Mudge 1
David Nagle 1
Hui Wang 1
Mendel Rosenblum 1
Thomas Plagemann 1
Jiangzhuo Chen 1
Suruchi Deodhar 1
Yifei Ma 1
Raazesh Sainudiin 1
Rudolf Frühwirth 1
Srikanth Yoginath 1
Marc Suchard 1
Brian Merrell 1
Andrew Klapper 1
Mark Goresky 1
Enlu Zhou 1
Ajay Jasra 1
Elena Ehrlich 1
Hans Vangheluwe 1
Dagmar Iber 1
Peter Salemi 1
Nigel Saunders 1
Sylvain Soliman 1
Taoying Farenhorst-Yuan 1
Huashuai Qu 1
Rafał Wcisło 1
Gerardo Rubino 1
Cigdem Sengul 1
Mustafa Al-Bado 1
Fabrizio Granelli 1
Daniel McClary 1
Sergey Zeltyn 1
Avishai Mandelbaum 1
Arthur Voter 1
Aya Wallwater 1
Jane Douglas 1
Charles Sutton 1
Tiancheng Song 1
Jie Wang 1
Raymond Myers 1
Bradley Mitchell 1
Stephen Eick 1
Francois Blouin 1
Emily Lada 1
José Villén-Altamirano 1
Christopher Carothers 1
Ioannis Pachoulakis 1
Ruth Davies 1
Fred Hickernell 1
Abdollah Afjeh 1
Gregory Follen 1
José Fortes 1
Brian Logan 1
Wei Jin 1
Dimitrios Makrakis 1
Philippe Barbe 1
Harry Perros 1
Sridhar Ramesh 1
Wayne Loucks 1
Bedi̇r Tekinerdoğan 1
Cherung Lee 1
James Sinclair 1
Larry Soule 1
Jeff Rothenberg 1
Youngmi Jin 1
Milan Vojnović; 1
Gajanana Nadoli 1
Peter Epstein 1
Philip Fleming 1
Thomas Page 1
Helen Karatza 1
Andrea Bonarini 1
Xiong Lin 1
Graham Birtwistle 1
Lawrence Williams 1
Feng Gu 1
George O'Brien 1
Seungho Lee 1
Youngjun Son 1
Joshua Epstein 1
Sudip Seal 1
Meytal Tubi 1
Constantinos Psomas 1
Ram Rajagopal 1
Katia Obraczka 1
Jens Svensson 1
Benjamin Melamed 1
Ákos Lédeczi 1
James Davis 1
Chiali Wang 1
Richard Simard 1
Jun Wang 1
Yannis Smaragdakis 1
Taewoo Kim 1
Ashvin Radiya 1
Bert Zwart 1
Ilchul Moon 1
Deli Zhang 1
Tobias Helms 1
Ta Duong 1
Gilbert Hendry 1
Denis Choquet 1
Vera Goebel 1
Alvin Lebeck 1
Éric Moulines 1
Sandeep Gupta 1
Ayan Banerjee 1
Joshua Ferguson 1
Tridib Mukherjee 1
Firas Hamze 1
Kevin Walsh 1
Gary Warren 1
Assaf Zeevi 1
Seonghee Kim 1
Guangwu Liu 1
Elvis Liu 1
Alfred Park 1
Simon Shaw 1
David Nicol 1
Haralampos Hatzikirou 1
Witold Dzwinel 1
Mohamed Khadiri 1
Song Ci 1
Sandeep Gupta 1
Gaurav Sharma 1
Changhee Joo 1
Sara Tzafrir 1
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Dominique Feillet 1
Terry Young 1
Danny Perez 1
Karl Kienitz 1
Ericcao Ni 1
Timothy Davis 1
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Kellogg Booth 1
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Jorma Virtamo 1
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Weining Yang 1
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Marco Roccetti 1
Marco Bernardo 1
Anna Lawniczak 1
Come Raczy 1
Hermann Thorisson 1
Alan Krantz 1
Ke Pan 1
Rassul Ayani 1
Steve Counsell 1
Kevin Healy 1
Bahar Biller 1
Na Li 1
Manuel Villén-Altamirano 1
Cesar Neto 1
Tamer Bacsar 1
Takeshi Tokuyama 1
Honggang Wang 1
Lancelot James 1
Louis Birta 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
TongqiangTony Wu 1
Alan Whisman 1
Burton Simon 1
Yenlin Chia 1
Hans Künsch 1
James Yan 1
Stylianos Zikos 1
Pankaj Garg 1
Axel Hein 1
Felipe Knop 1
Rolf Waeber 1
Peter Buchholz 1
Victor Tay 1
Abdeslem Boukhtouta 1
Chanan Glezer 1
Salvatore Di Gregorio 1
K Erickson 1
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Vladimir Protopopescu 1
Fang Chu 1
Yujing Wu 1
Yong Liu 1
Yu Gu 1
Okan Topçu 1
Yingchao Hung 1
A Dieker 1
Klaus Wehrle 1
Vashti Galpin 1
Paul Wilson 1
Pontus Matstoms 1
Alan George 1
K Prabuchandran 1
Mostafa Bassiouni 1
John Tufarolo 1
Lucas Schnorr 1
Richard Uhlig 1
Dimitrios Stiliadis 1
Sumeetpal Singh 1
Nick Whiteley 1
Georgios Varsamopoulos 1
Rose Gilbert 1
Dzung Phan 1
Soumyadip Ghosh 1
Marvin Nakayama 1
Segev Wasserkrug 1
Michail Tsompanas 1
David Yuen 1
Dalei Wu 1
Ravi Mazumdar 1
Pnina Vortman 1
Georgina Mellor 1
Murat Gunal 1
Susan Mniszewski 1
Paul Sanchez 1
Songhee Kim 1
Shellying Huang 1
Wenjing Hsu 1
Hui Fang 1
Andrea Mineo 1
Davide Patti 1
Steven Marcus 1
Norman Badler 1
Brian Unger 1
Nicholson Collier 1
PeiChi Wu 1
Kai Strunz 1
Simon Rosenfeld 1
Xenofontas Dimitropoulos 1
Dmitri Krioukov 1
Philip Wilsey 1
Dhananjaimadhava Rao 1
David Talby 1
Dror Feitelson 1
David Messerschmitt 1
Brad Johnson 1
Henri Faure 1
Pierre Bremaud 1
Arnold Buss 1
Mark Lundstrom 1
Bruce Cota 1
James Hoe 1
Rajeev Shorey 1
Pirooz Vakili 1
George Rouskas 1
Tsunyi Tuan 1
Claudia Antonini 1
Yi Ding 1
Josiane Nzouonta 1
Fatma Ozmizrak 1
Soranun Jiwasurat 1
Ignacio Martinez-Moyano 1
Sanguthevar Rajasekaran 1
Antonis Sidiropoulos 1
Karmeshu 1
Yang Hong 1
John Drew 1
Andrea Santoro 1
Mario Cin 1
Jun Yin 1
Steffen Strassburger 1
Navonil Mustafee 1
Jean Berger 1
Abraham George 1
Rocco Rongo 1
J Wegman 1
David Everitt 1
Tainchi Lu 1
Richard Ladner 1
Mingtang Lin 1
Weicherng Liao 1
Ora Percus 1
Denis Laurendeau 1
R Randhawa 1
Jacobus Rooda 1
Johan Olstam 1
Jan Lundgren 1
Jane Hillston 1
Minghua Hsieh 1
Adam Schwartz 1
Jianliang Zheng 1
Guanghui Lu 1
Alexander Luck 1
Jangwon Bae 1
Yong Teo 1
Arwa Jamjoom 1
Bradford Canova 1
Rong Rong 1
Stefan Rybacki 1
Dong Jin 1
Stephen Herrod 1
Madhav Marathe 1
Nicolas Chopin 1
Agnes Fussl 1
Alfred Park 1
Virgile Caron 1
Zahra Abbasi 1
David Madigan 1
Deniz Cicek 1
Pieter Mosterman 1
Agostino Dovier 1
Anand Vidyashankar 1
Valerie Demers 1
Thomas Kühne 1
Zhaolin Hu 1
Monika Heiner 1
Jiehong Jiang 1
Jie Xu 1
Donghai He 1
Debarghya Ghoshdastidar 1
Giuseppe Filippone 1
Andreas Deutsch 1
Jingxiang Luo 1
Shea Miller 1
Xiang Zhou 1
Héctor Cancela 1
Yang Song 1
Ting Li 1
Susan Hunter 1
Shamim Begum 1
Kobi Moskovitch 1
Sergev Wasserkrug 1
Maria Barton 1
Stéphane Dauzère-Pérès 1
Tillal Eldabi 1
David Kamensky 1
Kyoungkuk Kim 1
Dmitry Ponomarev 1
Maurizio Palesi 1
Vincenzo Catania 1
I Wang 1
Gleb Beliakov 1
Javier Aracil 1
Joan Donohue 1
Waikin Chan 1
Radharamanan Radhakrishnan 1
Alessandro Aldini 1
Roberto Gorrieri 1
Henryk Fukś 1
Charles Overstreet 1
Bennett Fox 1
Xiaolin Hu 1
Lewis Ntaimo 1
Sanqi Li 1
Mordechay Levin 1
Roland Wunderlich 1
Sujin Kim 1
Kiran Rege 1
Greg Lomow 1
Daniel Lewandowski 1
Radboud Tebbens 1
Nelson Fonseca 1
Stephen Conrad 1
Ian Macintyre 1
Guoqi Qian 1
Melike Meterelliyoz 1
Hany Ammar 1
Robert Firby 1
José LóPez-Ardao 1
François Baccelli 1
John Shortle 1
Athena Vakali 1
Dimitrios Katsaros 1
Haiyan Luo 1
Ahmed Helmy 1
Boaz Carmeli 1
Avraham Shtub 1
Lalit Garg 1
Christoph Junghans 1
Stephan Eidenbenz 1
Helcio Vieira 1
Mischel Belderrain 1
Vivek Gupta 1
Jingchen Liu 1
Mamadou Seck 1
Declan Delaney 1
Iain Phillips 1
José Hernández 1
Hyo Ashihara 1
John Granieri 1
Christopher Healey 1
Carey Williamson 1
Pasi Lassila 1
Jerry Vos 1
Dirk Kroese 1
Natalie Steiger 1
Jeffrey Joines 1
Seksan Kiatsupaibul 1
Benjamin Stopford 1
Ray Paul 1
Debasis Mitra 1
TagGon Kim 1
Xiaobai Sun 1
Jeffrey Chase 1
James Stascavage 1
Acácio Nova 1
Chihchieh Hsu 1
Kihong Park 1
Miguel Canales 1
Daniel Mc Clary 1
Yevgeniy Vorobeychik 1
Denis Miretskiy 1
Rita Brandao 1
Shihhsiang Lo 1
I Chung 1
Samsun Lampotang 1
Ira Fischler 1
Liming Feng 1
Séamus McLoone 1
Theresa Roeder 1
Werner Scheinhardt 1
Hong Wan 1
Peter Ware 1
Yehching Chung 1
Michael Amrein 1
Reuben Pasquini 1
Edward Mascarenhas 1
Gianluca Bontempi 1
Peter Frazier 1
Lawrence Leemis 1
Heinz Zechner 1
M Keane 1
Victor Mak 1
P Coe 1
Frank Emmerich 1
Feng Tian 1
Judy Jin 1
Shlomi Dolev 1
Chungnan Lee 1
Paulo Monteiro 1
Christian Gagné 1
Robert Leachman 1
Quan Lu 1
Maged Dessouky 1
Shuo Pan 1
Scott Kaplan 1
Aditya Agrawal 1
Hendrik Van Landeghem 1
Winfried Grassmann 1
Hernan Awad 1
Jinho Lee 1
Taggon Kim 1
François Panneton 1
Philip Kiviat 1
Benjamin Zorn 1
Byoung Choi 1
Donghun Kang 1
Pedro Velho 1
Vinoth Suryanarayanan 1
Leila Setayeshgar 1
Stein Kristiansen 1
Keith Bisset 1
Gloria Teng 1
Sylvain Le Corff 1
Kenneth Hardis 1
Mostafa Ammar 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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