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Design and Verification of Trusted Collective Adaptive Systems

Collective adaptive systems (CAS) often adopt cooperative operating strategies to run distributed decision-making mechanisms. Sometimes, their... (more)

Replicated Computations Results (RCR) Report for “Design and Verification of Trusted Collective Adaptive Systems”

The article “Design and Verification of Trusted Collective Adaptive Systems” by... (more)

Mesoscopic Modelling of Pedestrian Movement Using Carma and Its Tools

In this article, we assess the suitability of the Carma (Collective Adaptive Resource-sharing Markovian Agents) modelling language for mesoscopic... (more)

Replicated Computations Results (RCR) Report for “Mesoscopic Modelling of Pedestrian Movement using Carma and its Tools”

“Mesoscopic modeling of pedestrian movement using Carma and its tools” uses Carma (Collective Adaptive Resource-sharing Markovian Agents), a specification language recently introduced... (more)

A Product-Form Model for the Performance Evaluation of a Bandwidth Allocation Strategy in WSNs

Wireless Sensor Networks (WSNs) are important examples of Collective Adaptive System, which consist... (more)

A Holistic Approach for Collaborative Workload Execution in Volunteer Clouds

The demand for provisioning, using, and maintaining distributed computational resources is growing hand in hand with the quest for ubiquitous... (more)

Replicated Computations Results (RCR) Report for “A Holistic Approach for Collaborative Workload Execution in Volunteer Clouds”

“A Holistic Approach for Collaborative Workload Execution in Volunteer Clouds” [3] proposes a novel approach to task scheduling in volunteer clouds. Volunteer clouds are decentralized... (more)

Engineering Resilient Collective Adaptive Systems by Self-Stabilisation

Collective adaptive systems are an emerging class of networked computational systems particularly suited for application domains such as smart cities,... (more)

NEWS

MS:STAROC A Survey of Statistical Model Checking published

February 2018

In the TOMACS series  "State of the Art and Open Challenges" (MS:STAROC) the paper "A Survey of Statistical Model Checking", by Gul Agha and Karl Palmskog has been published.

READ MORE

Special Issue: Toward an Ecosystem of Models and Data

January 2018

A special issue based on the 2017 Informs Simulation Society Research Workshop (I-Sim 2017) will appear in 2019, guest edited by Peter J. Haas and Georgios Theodoropoulos.

READ MORE

Forthcoming Articles
Replicated Computations Results (RCR) Report for Reusing Search Data in Ranking and Selection: What Could Possibly Go Wrong

"Reusing Search Data in Ranking and Selection: What Could Possibly Go Wrong" by Eckman and Henderson rigorously defines the statistical guarantees for ranking-and-selection (R&S) procedures after random search, and points out that the simulation replications collected in the search phase are conditionally dependent given the sequence of returned systems. Therefore, reusing the search data for R&S may affect the statistical guarantees. The authors further design random search algorithms to demonstrate that the correct selection guarantees of some ranking-and-selection procedures will be compromised if reusing the simulation replications taken during the search. This replicated computation report focuses on the reproducibility of the experiment results in the aforementioned article.

Fast Random Integer Generation in an Interval

In simulations, probabilistic algorithms and statistical tests, we often generate random integers in an interval (e.g., [0,s)). For example, random integers in an interval are essential to the Fisher-Yates random shuffle. Consequently, popular languages like Java, Python, C++, Swift and Go include ranged random integer generation functions as part of their runtime libraries. Pseudo-random values are usually generated in words of a fixed number of bits (e.g., 32~bits, 64~bits) using algorithms such as a linear congruential generator. We need functions to convert such random words to random integers in an interval ($[0,s)$) without introducing statistical biases. The standard functions in programming languages such as Java or Go involve integer divisions. Unfortunately, division instructions are relatively expensive. We review an unbiased function to generate ranged integers from a source of random words that avoids integer divisions with high probability. To establish the practical usefulness of the approach, we show that this algorithm can multiply the speed of unbiased random shuffling on x64 processors. Our proposed approach has been adopted by the Go language for its implementation of the shuffle function.

Variance and Derivative Estimation of Virtual Performance

Virtual performance is a class of time-dependent performance measures conditional on a particular event occurring at time $\tau_0$ for a (possibly) nonstationary stochastic process; virtual waiting time of a customer arriving to a queue at time $\tau_0$ is one example. Virtual statistics are estimators of the virtual performance. In this paper, we go beyond the mean to propose estimators for the variance, and for the derivative of the mean with respect to time, of virtual performance, examining both their small-sample and asymptotic properties. We also provide a modified $K$-fold cross validation method for tuning the parameter $k$ for the difference-based variance estimator, and evaluate the performance of both variance and derivative estimators via controlled studies and a realistic illustration. The variance and derivative provide useful information that is not apparent in the mean of virtual performance.

Combining Simulation and Emulation Systems for Smart Grid Planning and Evaluation

Software-defined networking (SDN) enables efficient network management. As the technology matures, utilities are looking to integrate those benefits to their operations technology (OT) networks. To help the community to better understand and evaluate the effects of such integration, we develop DSSnet, a testing platform that combines a power distribution system simulator and an SDN-based network emulator for smart grid planning and evaluation. DSSnet relies on a container-based virtual time system to achieve efficient synchronization between the simulation and emulation systems. To enhance the system scalability and usability, we extend DSSnet to support the distributed controller environment. To enhance system fidelity, we extend the virtual time system to support kernel-based switches. We also evaluate the system performance of DSSnet and demonstrate the usability of DSSnet with a resilient demand response application case study.

Statistical Analysis of Simulation Output from Parallel Computing

This paper addresses the statistical output analysis of transient simulations in the parallel computing environment with fixed computing time. Using parallel computing, most unbiased estimators commonly used based on the output sequence compromise. To rectify this issue, this paper proposes an estimation procedure in the Bayesian framework. The proposed procedure is particularly useful when the computing time depends on the output value in each simulation replication. The effectiveness of our method is demonstrated through studies on queuing simulation and control chart simulation.

A Role-dependent Data-driven Approach for High Density Crowd Behavior Modeling

In this paper, we propose a role-dependent (RD) data-driven modeling approach to simulate pedestrians' motion in high density scenes. It is commonly observed that pedestrians behave quite differently when walking in dense crowd. Some people explore routes towards their destinations. Meanwhile, some people deliberately follow others, leading to lane formation. Based on these observations, two roles are included in the proposed model: leader and follower. The motion behaviors of leader and follower are modeled separately. Leaders' behaviors are learned from real crowd motion data using state-action pairs while followers' behaviors are calculated based on specific targets that are obtained dynamically during the simulation. The proposed RD model is trained and applied to different real world datasets to evaluate its generality and effectiveness. The simulation results demonstrate that the RD model is capable of simulating crowd behaviors in crowded scenes realistically and reproducing collective crowd behaviors such as lane formation.

Controlling the time discretization bias for the supremum of Brownian Motion

We consider the bias arising from time discretization when estimating the threshold crossing probability w(b) := P(supt(0,1] Bt > b), with (Bt)t(0,1] a standard Brownian Motion. We prove that if the discretization is equidistant, then to reach a given target value of the bias, the number of grid points has to grow quadratically in b, as b grows. When considering non-equidistant discretizations (i.e., with b-dependent grid-points), we can substantially improve in this: we show that for such adaptive grids the required number of grid points is independent of b, and in addition we point out how they can be used to construct a strongly efficient algorithm for the estimation of w(b).

Modeling Large-Scale Slim Fly Networks Using Parallel Discrete-Event Simulation

As supercomputers approach exascale performance, the increased number of processors translates to an increased demand on the underlying network interconnect. The slim fly network topology, a new low-diameter, low-latency, and low-cost interconnection network is gaining interest as one possible solution for next-generation supercomputing interconnect systems. In this paper, we present a high-fidelity slim fly flit-level model leveraging the Rensselaer Optimistic Simulation System (ROSS) and Co-Design of Exascale Storage (CODES) frameworks. We validate our slim fly model with published work. slim fly model results provided at moderately sized network scales. We further scale the model size up to an unprecedented 1 million compute nodes; and through visualization of network simulation metrics such as link bandwidth, packet latency, and port occupancy, we provide insight into the network behavior. In addition to synthetic workloads, we evaluate the large-scale slim fly models with real communication workloads from applications in the Design Forward program. We also show linear strong scaling of the slim fly model on an Intel cluster achieving a peak event rate of 36 million events per second using 128 MPI tasks to process 7 billion events.

On Automated Memoization in the Field of Simulation Parameter Studies

Processes in computer simulations tend to be highly repetitive. In particular, parameter studies further exasperate the situation as the same model is repeatedly executed with only partially varying parameters. Consequently, computer simulations perform identical computations, with identical code, identical input, and hence identical output. These redundant computations waste significant time and energy resources. Memoization, dating back to 1968, allows the caching of these intermediate identical results, thereby significantly speeding up those computations. However, up to now, automated approaches were limited to pure functions. At ACM SIGSIM-PADS 2016, we published, to the best of our knowledge, the first practical approach for automated memoization for impure code. In this work, we extend this approach and evaluate the performance characteristics of a number of extensions: (1) To reduce the memory footprint, we inves- tigate the impact of several cache eviction strategies. (2) We allow the original and the memoized code to coexist via a runtime-switch and analyze the crossover point. (3) By allowing the Memoization Cache to be persisted to disk, we expand the scope to exploratory parameter studies where cached results can now be reused across multiple simulation runs. Altogether, automated memoization for impure code is a valuable technique, the versatility of which we explore further in this article. Additional internal improvements allow us to speed up a case study of an OFDM network simulation by a factor of 80 (compared to 75 in our previous work) with an only marginal increase of memory consumption.

NeMo: A Massively Parallel Discrete-Event Simulation Model for Neuromorphic Architectures

Neuromorphic computing is a broad category of non-von Neumann architectures that mimic biological nervous systems using hardware. Current research shows that this class of computing can execute data classification algorithms using only a tiny fraction of the power conventional CPUs require. This raises the larger research question: how might neuromorphic computing be used to improve application performance, power consumption, and overall system reliability of future supercomputers? To address this question, an open-source neuromorphic processor architecture simulator called NeMo is being developed. This effort will enable the design space exploration of potential heterogeneous compute systems that combine traditional CPUs, GPUs, and neuromorphic hardware. This paper examines the design, implementation, and performance of NeMo. Demonstration of NeMos efficient execution using 2048 nodes of an IBM Blue Gene/Q system, modeling 8,388,608 neuromorphic processing cores is reported. The peak performance of NeMo is just over ten billion events-per-second when operating at this scale.

Path-ZVA: general, efficient and automated importance sampling for highly reliable Markovian systems

We introduce Path-ZVA: an efficient simulation technique for estimating the probability of reaching a rare goal state before a renewal state in a Markov chain. Standard (Monte Carlo) simulation techniques do not work well for rare events, so we use importance sampling; i.e., we change the probability measure governing the Markov chain such that transitions `towards' the goal state become more likely. To do this we need an idea of distance to the goal state, so some level of knowledge of the Markov chain is required. In this paper, we use graph analysis to obtain this knowledge. In particular, we focus on knowledge of the shortest paths (in terms of `rare' transitions) to the goal state. We show that only a subset of the (possibly huge) state space of the Markov chain needs to be considered. We compare our results to well-known importance sampling methods from the literature and demonstrate the large potential gains of our method.

Exact Simulation for a Class of Tempered Stable and Related Distributions

In this paper, we develop a new scheme of exact simulation for a class of tempered stable (TS) and other related distributions with similar Laplace transforms. We discover some interesting integral representations for the underlying density functions that imply a unique simulation framework based on a backward recursive procedure. Therefore, the foundation of this simulation design is very different from existing schemes in the literature. It works pretty efficiently for some subclasses of TS distributions, where even the conventional acceptance-rejection mechanism can be avoided. It can also generate some other distributions beyond the TS family. For applications, this scheme could be easily adopted to generate a variety of TS-constructed random variables and TS-driven stochastic processes for modelling observational series in practice. Numerical experiments and tests are performed to demonstrate the accuracy and effectiveness of our scheme.

Bibliometrics

Publication Years 1991-2018
Publication Count 538
Citation Count 4719
Available for Download 538
Downloads (6 weeks) 1406
Downloads (12 Months) 13634
Downloads (cumulative) 279732
Average downloads per article 520
Average citations per article 9
First Name Last Name Award
Mostafa Ammar ACM Fellows (2003)
Kellogg S. Booth ACM Distinguished Member (2009)
ACM Senior Member (2009)
Edouard Bugnion ACM Fellows (2017)
ACM Software System Award (2009)
Timothy Alden Davis ACM Fellows (2014)
Scott Devine ACM Software System Award (2009)
Babak Falsafi ACM Fellows (2015)
ACM Senior Member (2007)
Richard M Fujimoto ACM Fellows (2017)
Albert G Greenberg ACM Fellows (2006)
Peter Haas ACM Fellows (2013)
Philip Heidelberger ACM Gordon Bell Prize (2006)
ACM Fellows (1996)
John Heidemann ACM Senior Member (2007)
Ahmed A Helmy ACM Distinguished Member (2014)
ACM Senior Member (2012)
Leonard Kleinrock ACM Fellows (2000)
Marta Kwiatkowska ACM Fellows (2016)
Richard E. Ladner ACM Fellows (1995)
Edward Lazowska ACM Distinguished Service Award (2009)
ACM Presidential Award (2005)
ACM Fellows (1995)
Yi-Bing Lin ACM Fellows (2003)
Margaret Loper ACM Senior Member (2009)
Malcolm Low ACM Senior Member (2017)
Madhav Marathe ACM Fellows (2013)
Vishal Misra ACM Senior Member (2013)
Trevor Mudge ACM Fellows (2016)
ACM-IEEE CS Eckert-Mauchly Award (2014)
Richard E Nance ACM Fellows (1996)
David M Nicol ACM Fellows (2005)
Michael John North ACM Senior Member (2007)
Eliot Rich ACM Senior Member (2016)
Mendel Rosenblum ACM Software System Award (2009)
ACM Fellows (2008)
ACM Doctoral Dissertation Award (1992)
Keith Ross ACM Fellows (2012)
Andre Seznec ACM Fellows (2016)
Xian-He Sun ACM Senior Member (2009)
Donald F Towsley ACM Fellows (1997)
Brian W. Unger ACM Senior Member (2009)
Amin Vahdat ACM Fellows (2011)
David A Wood ACM Fellows (2005)
Benjamin G Zorn ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Peter Glynn 15
Barry Nelson 13
Pierre L'Ecuyer 11
Paul Fishwick 9
Shane Henderson 8
Wentong Cai 8
David Nicol 8
Shalabh Bhatnagar 7
Makoto Matsumoto 7
Richard Fujimoto 7
Sandeep Juneja 7
Marvin Nakayama 7
David Goldsman 7
Philip Heidelberger 7
Kalyan Perumalla 7
Christos Alexopoulos 6
Stephen TURNER 6
Wolfgang Hörmann 6
Sigrún Andradóttir 6
Lee Schruben 5
James Calvin 5
Adelinde Uhrmacher 5
Harald Niederreiter 5
Perwez Shahabuddin 5
Jose Blanchet 5
Yibing Lin 5
Francesco Quaglia 4
Enver Yücesan 4
Shu Tezuka 4
Victor Nicola 4
Paul Reynolds, 4
Raghu Pasupathy 4
Felisa Vázquez-Abad 4
Ernest Page 4
Josef Leydold 4
Michael Devetsikiotis 4
Gerhard Derflinger 4
James Wilson 4
Michel Mandjes 4
Rajive Bagrodia 4
Soumyadip Ghosh 3
Michael Fu 3
George Riley 3
Ward Whitt 3
Stephen Chick 3
Susan Sanchez 3
Junlan Zhou 3
George Kesidis 3
Szuhui Ng 3
Russell Cheng 3
Georgios Theodoropoulos 3
Jeremy Staum 3
Bruce Schmeiser 3
Suiping Zhou 3
Stefan Wegenkittl 3
Art Owen 3
Wei Xie 3
Yoshiharu Kurita 3
Boris Lubachevsky 3
Bruno Tuffin 3
Seonghee Kim 3
Chunhung Chen 3
Raymond Couture 3
Sigrún Andradóttir 3
Luc Devroye 3
Kevin Leder 3
Mineo Takai 3
Jane Hillston 3
Jürgen Eichenauer-Herrmann 3
Thomas Lucas 2
Ness Shroff 2
James Nutaro 2
Hui Wang 2
Christopher Carothers 2
Bernd Heidergott 2
Zengxiang Li 2
Samir Das 2
Tobias Helms 2
Roland Ewald 2
Robert Klein 2
Marwan Krunz 2
Saikou Diallo 2
Vashti Galpin 2
Loohay Lee 2
Jason Liu 2
Sheldon Jacobson 2
Alan Weiss 2
Karl Entacher 2
Weibo Gong 2
Roman Chertov 2
Fernando Barros 2
Rick Goh 2
Bernard Zeigler 2
Paula Whitlock 2
Bruno Preiss 2
Dong Jin 2
Dashi Singham 2
Stephen Roberts 2
Paul Glasserman 2
Robert Sargent 2
Sonia Fahmy 2
Susan Hunter 2
Murat Kulahci 2
Teunis Ott 2
Maurice Beek 2
Michele Loreti 2
Alessandro Aldini 2
Jose Padilla 2
Bruce Ankenman 2
Violet Syrotiuk 2
Donato D’Ambrosio 2
Albert Greenberg 2
Sudhakar Yalamanchili 2
Gersende Fort 2
Changcheng Huang 2
Robert Dittus 2
Liu Hong 2
Alessandro Pellegrini 2
Paul Barton 2
Joel Esposito 2
Vijay Kumar 2
Richard Nance 2
Michael Lees 2
Reid Ness 2
Henrik Hult 2
Osman Balci 2
Sudhir Srinivasan 2
Takuji Nishimura 2
Michel Broniatowski 2
Babak Falsafi 2
Vijay Madisetti 2
Ioannis Lambadaris 2
Ross Gore 2
Bruno Tuffin 2
Busung Lee 2
Edward Lazowska 2
Warren Powell 2
William Spataro 2
Ajay Jasra 2
Peter Hellekalek 2
Lihyuan Deng 2
Keith Ross 2
Giuliano Casale 2
Vivek Mishra 2
Lachlan Andrew 2
Maria Hybinette 2
Jean Walrand 2
Srikanth Yoginath 2
David Wood 2
Dan CHEN 2
Malcolmyoke Low 2
Zhengrong Ji 2
Franco Cicirelli 1
Marc Suchard 1
Raazesh Sainudiin 1
Rudolf Frühwirth 1
Sandeep Neema 1
Ronald Wolff 1
Robert Smith 1
Fred Howell 1
Matthias Falkner 1
Ernst Stadlober 1
Hui Wang 1
Benjamin Feng 1
Paul Dupuis 1
Thomas Plagemann 1
Xiaorong Li 1
Damian Dechev 1
Elena Ehrlich 1
Cristian Borcea 1
Taoying Farenhorst-Yuan 1
Eugene Kerckhoffs 1
Matthew Chidester 1
Trevor Mudge 1
David Nagle 1
Mendel Rosenblum 1
Thomas Stewart 1
Isi Mitrani 1
Victor Chan 1
John Quarles 1
Jim Chen 1
Lijun Wang 1
Roger Cooke 1
Gongjun Xu 1
Rafał Wcisło 1
Peter Salemi 1
Glen Takahara 1
Ivo Adan 1
Ai Kuramoto 1
Daniel Heyman 1
Turgay Korkmaz 1
Zhonge Xiao 1
Andrew Whinston 1
Vikas Jha 1
Yanick Champoux 1
Leonard Kleinrock 1
Mustafa Turkyilmazoglu 1
Jiangzhuo Chen 1
Dimitrios Katsaros 1
Sujin Kim 1
Kiran Rege 1
Athena Vakali 1
Theresa Roeder 1
P Coe 1
Reuben Pasquini 1
Edward Mascarenhas 1
Heinz Zechner 1
Pedro Velho 1
Byoung Choi 1
Donghun Kang 1
Vinoth Suryanarayanan 1
Leila Setayeshgar 1
Xiaolin Hu 1
Lewis Ntaimo 1
Greg Lomow 1
Stein Kristiansen 1
Ambedkar Dukkipati 1
Hong Wan 1
Michael Amrein 1
Michael Keane 1
Victor Mak 1
Hendrik Van Landeghem 1
Jinho Lee 1
Winfried Grassmann 1
Stephen Conrad 1
Bennett Fox 1
Feng Tian 1
Judy Jin 1
Daniel Lewandowski 1
Radboud Tebbens 1
Kyoungkuk Kim 1
François Panneton 1
Rajeeva Karandikar 1
Wanmo Kang 1
Tatiana Zaburnenko 1
Davide Marocco 1
Christoforos Kachris 1
Benjamin Zorn 1
Javier Aracil 1
Joan Donohue 1
Gianluca Bontempi 1
Frank Emmerich 1
Chungnan Lee 1
Roberto Gorrieri 1
Cheng Li 1
Christoph Junghans 1
Stephan Eidenbenz 1
Mamadou Seck 1
Stephen Turner 1
Wander Wadman 1
Kihong Park 1
Liming Feng 1
Eunji Lim 1
Haidong Xue 1
Vineet Goyal 1
Mário Freire 1
Xiaobai Sun 1
Jeffrey Chase 1
Ting Li 1
Héctor Cancela 1
Rony Flatscher 1
Colin Atkinson 1
Swaminathan Sureshchandran 1
Anand Natrajan 1
Christopher Healey 1
John Granieri 1
Daniel Mc Clary 1
Yevgeniy Vorobeychik 1
Denis Miretskiy 1
Huifen Chen 1
Shigeru Kaneda 1
Smruti Sarangi 1
Boaz Carmeli 1
Avraham Shtub 1
Lalit Garg 1
Hongquan Xu 1
André Seznec 1
Ravi Sharma 1
Dirk Kroese 1
Benjamin Stopford 1
Miguel Canales 1
Ray Paul 1
Alexander Steiniger 1
James Gross 1
Giorgio Audrito 1
Jacob Beal 1
Andrea Sina 1
Libero Nigro 1
Christian Schäfer 1
Shawn Simpson 1
Dominic Lee 1
V Bos 1
James Stascavage 1
Seksan Kiatsupaibul 1
Svend Frølund 1
Huashuai Qu 1
Suruchi Deodhar 1
Yifei Ma 1
Brian Merrell 1
Enlu Zhou 1
Ferdi Put 1
Nilay Argon 1
Turgay Celik 1
Hatem Sellami 1
Justin LaPre 1
K Chandy 1
Wentoh Liao 1
Robert McDougal 1
Guy Feldman 1
Hussein Al-Zubaidy 1
Raed Al-Zubi 1
Nigel Saunders 1
Dagmar Iber 1
Sylvain Soliman 1
Arthur Voter 1
Benjamin Melamed 1
Bert Zwart 1
Ilchul Moon 1
Harry Perros 1
Sridhar Ramesh 1
Xiong Lin 1
Feng Gu 1
Jens Svensson 1
Bradley Mitchell 1
Wei Jin 1
Dimitrios Makrakis 1
Cigdem Sengul 1
Mustafa Al-Bado 1
Gerardo Rubino 1
Philippe Barbe 1
Graham Birtwistle 1
Thomas Page 1
Sudip Seal 1
Joshua Epstein 1
Meytal Tubi 1
Stephen Eick 1
Ruth Davies 1
Pooja Aggarwal 1
Sergey Zeltyn 1
Avishai Mandelbaum 1
Jane Douglas 1
Ioannis Pachoulakis 1
Koichiro Inoue 1
Taesik Lee 1
TagGon Kim 1
Nikolas Kantas 1
Robert Foley 1
Rita Brandao 1
Acácio Nova 1
JEFF Hong 1
Donald Iglehart 1
Wayne Holland 1
Carmen Bobeanu 1
John Heidemann 1
Vittorio Cortellessa 1
Stuart Sechrest 1
Edouard Bugnion 1
Samsun Lampotang 1
Ira Fischler 1
Benjamin Hamilton 1
Zsolt Haraszti 1
Victor Yau 1
Chihchieh Hsu 1
Helcio Vieira 1
Mischel Belderrain 1
Vivek Gupta 1
Jingchen Liu 1
Paul Sánchez 1
Jerry Vos 1
Jianlong Zhang 1
Dirk Grunwald 1
Séamus McLoone 1
Declan Delaney 1
Iain Phillips 1
José Hernández 1
Hyo Ashihara 1
Carey Williamson 1
Pasi Lassila 1
Debasis Mitra 1
Qiong Zhang 1
Michael Jonas 1
Mark Broadie 1
Jiaqiao Hu 1
Qi Fan 1
Martin Nielsen 1
Shihhsiang Lo 1
I Chung 1
Natalie Steiger 1
Abdollah Afjeh 1
José Villén-Altamirano 1
Gajanana Nadoli 1
Fred Hickernell 1
Gregory Follen 1
José Fortes 1
Richard Simard 1
Jun Wang 1
Michele Amoretti 1
Ferruccio Damiani 1
Charles Sutton 1
Tiancheng Song 1
Yannis Smaragdakis 1
Ákos Lédeczi 1
James Davis 1
Chiali Wang 1
Wayne Loucks 1
Peter Epstein 1
Lawrence Williams 1
Brian Logan 1
Vera Goebel 1
Ta Duong 1
Deli Zhang 1
Gilbert Hendry 1
Seonghee Kim 1
Elvis Liu 1
Alfred Park 1
Denis Choquet 1
George O'Brien 1
Aya Wallwater 1
Taewoo Kim 1
Alvin Lebeck 1
Youngmi Jin 1
Milan Vojnović; 1
Helen Karatza 1
Seungho Lee 1
Youngjun Son 1
Constantinos Psomas 1
Ram Rajagopal 1
Katia Obraczka 1
Witold Dzwinel 1
Haralampos Hatzikirou 1
Raymond Myers 1
Jie Wang 1
Philip Fleming 1
James Sinclair 1
Keith Bisset 1
Mostafa Ammar 1
Yehching Chung 1
Hany Ammar 1
Nando De Freitas 1
Robert Firby 1
Guoqi Qian 1
Vladimir Adam 1
Anastasis Georgoulas 1
Guid Sanguinetti 1
Shamim Begum 1
Ernstmoritz Hahn 1
François Fages 1
Andrea Bonarini 1
Larry Soule 1
Sandeep Gupta 1
Ayan Banerjee 1
Joshua Ferguson 1
Tridib Mukherjee 1
Assaf Zeevi 1
Kevin Walsh 1
Gary Warren 1
Guangwu Liu 1
David Nicol 1
Bedi̇r Tekinerdoğan 1
Cherung Lee 1
Francois Blouin 1
Jereme Lamps 1
Jeffrey Joines 1
Ning Liu 1
Michael Hines 1
Karl Palmskog 1
Haiyan Luo 1
Yang Song 1
Ahmed Helmy 1
Ferdinando Fioretto 1
Ovidiu Pârvu 1
David Gilbert 1
Frits Dannenberg 1
Alexander Andreychenko 1
Hui Chiang 1
Deniz Çetinkaya 1
Alexander Verbraeck 1
Jun Yuan 1
Yorai Wardi 1
Vishal Misra 1
Mehmet Adak 1
Halit O&gcaron;uztuzun 1
Mikael Adlers 1
Daan Crommelin 1
Manuel Fernández-Veiga 1
Cándido López-García 1
Simon Taylor 1
Alejandro Hernandez 1
Xiaolin Hu 1
Karl Sigman 1
François De Rainville 1
Xi Chen 1
Marissa Borrego 1
Stanislav Volkov 1
Anja Feldmann 1
ChaKun Lee 1
Jurgen Doornik 1
Jonathan Crabtree 1
Sumit Kunnumkal 1
WuLin Chen 1
Chris Tofts 1
Marius Hofert 1
Yuval Elovici 1
Giuseppe Trunfio 1
Juta Pichitlamken 1
Robert O'Keefe 1
Firas Hamze 1
Emily Lada 1
Elsa Gonsiorowski 1
Éric Moulines 1
Jeff Rothenberg 1
Ashvin Radiya 1
Mohammand Ishlam Patoary 1
Heiko Aydt 1
Daniel Zehe 1
Tom Warnke 1
Fabrizio Granelli 1
Daniel McClary 1
Simon Shaw 1
Danny Perez 1
Yujing Wu 1
Yong Liu 1
Yu Gu 1
Okan Topçu 1
Yingchao Hung 1
Pontus Matstoms 1
K Prabuchandran 1
Cesar Neto 1
Raúl Rodríguez-Rubio 1
Andrés Suárez-González 1
Rolf Waeber 1
Fang Chu 1
Na Li 1
Anna Lawniczak 1
Mohamed Khadiri 1
Mostafa Bassiouni 1
John Tufarolo 1
James Enns 1
Kellogg Booth 1
Joseph Kearney 1
Yiannis Papelis 1
James Cremer 1
Abdeslem Boukhtouta 1
Chanan Glezer 1
Salvatore Di Gregorio 1
Bahar Biller 1
Rajshekar Kalayappan 1
Terry Young 1
Sara Tzafrir 1
Yossi Mesika 1
Dominique Feillet 1
Timothy Davis 1
Michael Pidd 1
ShingHoi Lee 1
Geetika Malhotra 1
Fuad Basis 1
Adam Shwartz 1
Roman Rozin 1
Thomas Wenisch 1
Donald Gross 1
Nirav Kapadia 1
Holger Grothe 1
Zhenjiang Dong 1
Mirko Viroli 1
Rob Wang 1
Patrick Ryan 1
Sylvia Frühwirth-Schnatter 1
D Van Beek 1
Hyungwook Park 1
Zhanpeng Jin 1
Allen Cheng 1
N Hemachandra 1
Zelda Zabinsky 1
Robert Ronngren 1
Hannes Leeb 1
Konstantinos Stamos 1
Halim Damerdji 1
Maysoon Abulkhair 1
Amin Vahdat 1
Christiane Lemieux 1
Gabriel Wainer 1
Christopher Healey 1
Vinod Tipparaju 1
Chenxin Li 1
Georg Pflug 1
Peter Haas 1
Scott Devine 1
Anujan Varma 1
Kurt Rohloff 1
Eliot Rich 1
Taeshin Park 1
Paul Bratley 1
Wai Kin 1
Linbo Luo 1
Kangsun Lee 1
Fragkiskos Papadopoulos 1
Konstantinos Psounis 1
Boonping GAN 1
Andreas Reppas 1
Kevin Healy 1
Manuel Villén-Altamirano 1
TongqiangTony Wu 1
Weining Yang 1
Klaus Wehrle 1
Andrea Marin 1
Sabina Rossi 1
Salvatore Monteleone 1
Russell Barton 1
Sumeetpal Singh 1
Nick Whiteley 1
Paul Wilson 1
Yuhjeng Lee 1
Jörg Sack 1
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Ke Pan 1
Rassul Ayani 1
Pankaj Garg 1
Axel Hein 1
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Louis Birta 1
Lucas Schnorr 1
Alan Krantz 1
Lancelot James 1
Hans Künsch 1
James Yan 1
Segev Wasserkrug 1
Ericcao Ni 1
Alan George 1
Richard Uhlig 1
Dimitrios Stiliadis 1
Ihab Hamadeh 1
Tamer Bacsar 1
Stylianos Zikos 1
Victor Tay 1
Vladimir Protopopescu 1
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Karl Kienitz 1
David Yuen 1
Michail Tsompanas 1
A Dieker 1
Isaku Wada 1
Ernest Houck 1
Jorma Virtamo 1
Burton Simon 1
Steve Counsell 1
Aaron McCoy 1
Michael North 1
Duncan Murdoch 1
Pétros Ioannou 1
Tomás Ward 1
JyaJang Tsai 1
ShingGang Kou 1
Mary Bailey 1
Wenyang Hsia 1
Martin Stytz 1
Krishnan Kumaran 1
Donghua Xu 1
Gary Tan 1
J Yu 1
Søren Asmussen 1
Zhongwei Lin 1
Georg Kunz 1
Amandine Schreck 1
John Duva 1
Xiaosong Li 1
Vignesh Babu 1
Ewan Cahen 1
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Fei Liu 1
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John Lygeros 1
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Glenn Carl 1
Leiting Chen 1
Sangwon Bae 1
Gilberto Mayor 1
Zisheng Chen 1
Samuel Ehrlichman 1
Matthew Carlyle 1
Olivier Teytaud 1
Pedro Inácio 1
Levent Yilmaz 1
José Gallardo 1
Jie Liu 1
Michael Garnsey 1
Guy Schiavone 1
Mary Wagner 1
Marco Bernardo 1
Peter Buchholz 1
K Erickson 1
Marco Roccetti 1
Robert Felderman 1
Yongjia Song 1
Mingbin Feng 1
Pu Zhang 1
Georgios Varsamopoulos 1
Rose Gilbert 1
Dzung Phan 1
Soumyadip Ghosh 1
Marvin Nakayama 1
Honggang Wang 1
Yenlin Chia 1
Come Raczy 1
Su Deng 1
Hermann Thorisson 1
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Danilo Pianini 1
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Carl Tropper 1
William Lytton 1
Phillip Dickens 1
Song Ci 1
Sandeep Gupta 1
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Changhee Joo 1
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Jan Lundgren 1
Guanghui Lu 1
Jangwon Bae 1
Alexander Luck 1
George Rouskas 1
Tsunyi Tuan 1
Jun Yin 1
John Drew 1
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Navonil Mustafee 1
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Denis Laurendeau 1
Pieter Mosterman 1
Thomas Kühne 1
R Randhawa 1
Bradford Canova 1
Norman Badler 1
Zhonghai Lu 1
Belgacem Bouzaïene-Ayari 1
Rami Puzis 1
Huw Davies 1
Pierre Del Moral 1
Yariv Marmor 1
Sally McClean 1
Ken Fullerton 1
Sylvain Housseman 1
Nabil Absi 1
Pete Sanderson 1
WaiTeng Tang 1
Ian Thng 1
Pieter De Boer 1
John Biegel 1
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Alan Whisman 1
Chengshang Chang 1
David Hardaker 1
Mirko Stoffers 1
Jie Li 1
Zdravko Botev 1
Stefano Sebastio 1
Pia Wilsdorf 1
Andrea Vandin 1
Ivan Zorych 1
Jennifer Harlow 1
Weelit Koh 1
Anurag Kumar 1
George Pallis 1
Yannis Manolopoulos 1
Reiichiro Kawai 1
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Affiliation Paper Counts
University of Helsinki 1
University of Guelph 1
University of Maine 1
University of Nebraska at Omaha 1
Turkish Naval Academy 1
Institute for Infocomm Research, A-Star, Singapore 1
Tongji University 1
University of Trento 1
Agriculture and Agri-Food Canada 1
University of Roma Tor Vergata 1
University of California, Riverside 1
Turku Centre for Computer Science 1
University of Alabama in Huntsville 1
Queen's University Belfast 1
University of California System 1
IBM Almaden Research Center 1
Birkbeck University of London 1
Chulalongkorn University 1
University of Thessaly 1
Universidad Simon Bolivar, Caracas 1
Aerospace Corporation, USA 1
Voorhees College 1
Hong Kong Baptist University 1
University of New South Wales 1
Infocomm Development Authority of Singapore 1
Universidad de la Republica 1
University of Vienna 1
University College Dublin 1
University of Plymouth 1
National Dong Hwa University 1
National Chengchi University 1
Kyonggi University 1
ENI S.p.A., Italy 1
University of South Carolina 1
Swinburne University of Technology 1
University of Sassari 1
Universite Paul Cezanne Aix-Marseille III 1
Laboratory of Signals and Systems 1
Chung Yuan Christian University 1
Osaka University 1
University of Parma 1
University College London 1
Korea University of Technology and Education 1
University of Adelaide 1
University College Cork 1
University of Cambridge 1
London School of Hygiene & Tropical Medicine 1
Lancaster University 1
Universita degli Studi di Enna "Kore" 1
HEC School of Management 1
University of Mannheim 1
City University of New York 1
Indian Statistical Institute (Delhi Centre) 1
Amherst College 1
Hiroshima University 1
Nokia USA 1
University of Leicester 1
Myongji University 1
Hewlett-Packard Inc. 1
Kyushu University 1
Microsoft Research Cambridge 1
Ngee Ann Polytechnic 1
Sandia National Laboratories, California 1
Oxford Brookes University 1
Universite Paris Dauphine 1
Microsoft Corporation 1
NASA Glenn Research Center 1
The University of Georgia 1
Bar-Ilan University 1
Chalmers University of Technology 1
SUNY Downstate Medical Center 1
Harbin Institute of Technology 1
CNRS Centre National de la Recherche Scientifique 1
IBM Tokyo Research Laboratory 1
University of Cyprus 1
Banca d'Italia 1
INRIA Saclay 1
University of Hawaii at Manoa 1
Kasetsart University 1
University of Colorado at Denver 1
Kyoto University 1
Hunter College 1
Universite Libre de Bruxelles 1
Chin Min Institute of Technology Taiwan 1
Wright-Patterson AFB 1
Brock University 1
Statistical and Applied Mathematical Sciences Institute, USA 1
Centre College Kentucky 1
The Graduate Center 1
University of Urbino 1
University of Bristol 1
New Mexico State University Las Cruces 1
The University of Western Ontario 1
Queen's University, Kingston 1
Cass Business School 1
National Central University Taiwan 1
Telefonica 1
Indian School of Business 1
AT&T Inc. 1
Mary Washington Hospital 1
Texas A and M University 1
National Penghu University 1
Johannes Kepler University Linz 1
Institute for Advanced Studies 1
Brandenburg University of Technology Cottbus 1
Advanced Micro Devices, Inc. 1
Wichita State University 1
University of California, Davis 1
Universidad Autonoma de Madrid 1
University of Queensland 1
Technological Education Institute-Crete 1
NIH National Cancer Institute 1
Technical University of Madrid 1
Newcastle University, United Kingdom 1
Jawaharlal Nehru University 1
Nektar 1
Swansea University 1
York University Canada 1
Ariel University Center of Samaria 1
Yahoo Inc. 1
Instituto de Telecomunicacoes 1
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University of Manitoba 1
California Institute of Technology 1
Italian National Research Council 1
SAS Institute, Inc. 1
German Cancer Research Center 1
Universite de Nantes 1
The MathWorks, Inc. 1
China University of Geosciences, Wuhan 1
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Deakin University 1
University of Chicago 1
Scott AFB 1
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Instituto Superior Tecnico 1
Bilkent University 1
TU Dortmund University 1
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Harvard School of Public Health 1
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University of Durham 1
University of Coimbra 2
University of Camerino 2
Institute of High Performance Computing, Singapore 2
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National Taiwan University 2
University of L'Aquila 2
University of Miami 2
Motorola 2
University of Minnesota System 2
University of Nottingham 2
National University Corporation Shizuoka University 2
Singapore Institute of Manufacturing Technology 2
Laboratoire Traitement et Communication de l'Information 2
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Binghamton University State University of New York 2
Bogazici University 2
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BBN Technologies 2
Sandia National Laboratories, New Mexico 2
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Auburn University 2
INRIA Rocquencourt 2
Catholic University of Leuven, Leuven 2
Indian Institute of Technology, Bombay 2
Aalto University 2
RAND Corporation 2
National Taiwan University of Science and Technology 2
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 2
US Naval Academy 2
Stony Brook University 2
AGH University of Science and Technology 2
University of Waikato 2
Graz University of Technology 2
Cyprus University of Technology 2
University of Toledo 2
The University of North Carolina at Chapel Hill 2
Loughborough University 2
Kumamoto University 2
University of Calgary 2
New York University 2
Universite Pierre et Marie Curie 2
Linkoping University 2
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Federal University of Rio Grande do Sul 2
University of California, San Diego 2
University of Memphis 2
TUMCREATE Limited 2
Intel Corporation 2
IBM, USA 2
Syracuse University 2
National Research Laboratory of Metrology 2
University of Leeds 2
HP Labs 2
University of Erlangen-Nuremberg 2
Rutgers, The State University of New Jersey 3
University of Oslo 3
Hong Kong University of Science and Technology 3
Technical University of Berlin 3
Hacettepe University 3
Rice University 3
Hebrew University of Jerusalem 3
University of Amsterdam 3
National University of Defense Technology China 3
City University of Hong Kong 3
Democritus University of Thrace 3
University of Illinois 3
Dartmouth College 3
University of Colorado at Boulder 3
Johns Hopkins University 3
National Sun Yat-Sen University Taiwan 3
Yale University 3
University of Southern California, Information Sciences Institute 3
University of Saskatchewan 3
University of Ulster 3
TELECOM ParisTech 3
Middle East Technical University 3
University of Electronic Science and Technology of China 3
State University of New York at Albany 3
University of Beira Interior 3
King Abdulaziz University 3
Virginia Commonwealth University 3
Instituto Tecnologico de Aeronautica 3
Nokia Corporation 3
University of Turin 3
RWTH Aachen University 3
Ghent University 3
University of Cincinnati 3
Maynooth University 3
Technical University of Dresden 4
Center for Mathematics and Computer Science - Amsterdam 4
Saarland University 4
Technical University of Denmark 4
Argonne National Laboratory 4
Vrije Universiteit Amsterdam 4
National Tsing Hua University 4
IBM Research 4
University of Melbourne 4
University of Catania 4
University of Canterbury 4
University of California, Santa Cruz 4
Duke University 4
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University of Oxford 4
Institute for Research in IT and Random Systems 4
MITRE Corporation 4
University of Ottawa, Canada 4
University of Nebraska - Lincoln 4
University of Birmingham 4
Ecole des Mines de Saint-Etienne 4
SAIC 4
Vanderbilt University 4
University of Pittsburgh 4
The College of William and Mary 5
Ca' Foscari University of Venice 5
Florida International University 5
University of Wisconsin Madison 5
The University of British Columbia 5
INRIA Institut National de Rechereche en Informatique et en Automatique 5
University of Bologna 5
Telcordia Technologies, Inc. 5
Keio University 5
Carnegie Mellon University 5
INSEAD Europe 5
Eindhoven University of Technology 5
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Imperial College London 5
University of Texas at Austin 5
IBM, Japan 5
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Austrian Academy of Sciences 5
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University of Virginia 6
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Aristotle University of Thessaloniki 6
Korea Advanced Institute of Science & Technology 6
Brown University 6
Laval University 6
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Royal Institute of Technology 7
University of Roma La Sapienza 7
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Tata Institute of Fundamental Research 7
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Indian Institute of Technology, Delhi 7
University of Washington, Seattle 7
IBM Haifa Labs 7
University of Calabria 8
University of Central Florida 8
Swiss Federal Institute of Technology, Zurich 8
University of California, Berkeley 8
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Ohio State University 8
Nokia Bell Labs 9
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University of Pennsylvania 9
Brunel University London 9
University of Twente 10
University of Arizona 10
Arizona State University 10
Vienna University of Economics and Business Administration 10
George Mason University 11
University of Illinois at Urbana-Champaign 11
Oak Ridge National Laboratory 12
Rensselaer Polytechnic Institute 12
IBM Thomas J. Watson Research Center 13
University of Rostock 13
Carleton University 14
Indian Institute of Science, Bangalore 14
Naval Postgraduate School 14
New Jersey Institute of Technology 15
University of Edinburgh 15
University of California, Los Angeles 16
Virginia Tech 16
North Carolina State University 17
Cornell University 17
University of Montreal 17
Northwestern University 19
Purdue University 19
National University of Singapore 20
University of Florida 21
Stanford University 25
Columbia University 26
Nanyang Technological University 31
Georgia Institute of Technology 55

ACM Transactions on Modeling and Computer Simulation (TOMACS) - Special Issue on FORECAST
Archive


2018
Volume 28 Issue 2, April 2018 Special Issue on FORECAST
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2017
Volume 27 Issue 4, December 2017
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2016
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2015
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2014
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2013
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2012
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2011
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2010
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2009
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2008
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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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Volume 13 Issue 2, April 2003
Volume 13 Issue 1, January 2003

2002
Volume 12 Issue 4, October 2002
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Volume 12 Issue 1, January 2002 Special issue: Rare event simulation

2001
Volume 11 Issue 4, October 2001
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Volume 11 Issue 1, Jan. 2001

2000
Volume 10 Issue 4, Oct. 2000
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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
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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
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1996
Volume 6 Issue 4, Oct. 1996
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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
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1994
Volume 4 Issue 4, Oct. 1994
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Volume 4 Issue 1, Jan. 1994

1993
Volume 3 Issue 4, Oct. 1993
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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
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