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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.

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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.

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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.

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.

Efficient Simulation for Expectations over the Union of Half-Spaces

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.

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.

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.

Reusing search data in ranking and selection: What could possibly go wrong?

It is tempting to reuse replications taken during a simulation optimization search as input to a ranking-and-selection procedure. However, even when the random inputs used to generate replications are i.i.d. and independent across systems, we show that for searches that use the observed performance of explored systems to identify new systems, the replications are conditionally dependent given the sequence of returned systems. Through simulation experiments, we demonstrate that reusing the replications taken during search in selection and subset-selection procedures can result in probabilities of correct and good selection well below the guaranteed levels. Based on these negative findings, we call into question the guarantees of established ranking-and-selection procedures that reuse search data. We also rigorously define guarantees for ranking-and-selection procedures after search and discuss how procedures that only provide guarantees in the preference zone are ill-suited to this setting.

Bibliometrics

Publication Years 1991-2018
Publication Count 538
Citation Count 4719
Available for Download 538
Downloads (6 weeks) 1396
Downloads (12 Months) 13483
Downloads (cumulative) 278649
Average downloads per article 518
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
Stephen TURNER 6
Wolfgang Hörmann 6
Christos Alexopoulos 6
Sigrún Andradóttir 6
James Calvin 5
Lee Schruben 5
Adelinde Uhrmacher 5
Harald Niederreiter 5
Perwez Shahabuddin 5
Jose Blanchet 5
Yibing Lin 5
Enver Yücesan 4
Victor Nicola 4
Shu Tezuka 4
Francesco Quaglia 4
Raghu Pasupathy 4
Paul Reynolds, 4
Felisa Vázquez-Abad 4
Michael Devetsikiotis 4
Josef Leydold 4
Ernest Page 4
Gerhard Derflinger 4
James Wilson 4
Michel Mandjes 4
Rajive Bagrodia 4
Jeremy Staum 3
Szuhui Ng 3
George Kesidis 3
Georgios Theodoropoulos 3
Bruce Schmeiser 3
Wei Xie 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
Mineo Takai 3
Jane Hillston 3
Susan Sanchez 3
Michael Fu 3
Ward Whitt 3
Soumyadip Ghosh 3
Stephen Chick 3
George Riley 3
Jürgen Eichenauer-Herrmann 3
Junlan Zhou 3
Russell Cheng 3
Hui Wang 2
Marwan Krunz 2
Ness Shroff 2
Roland Ewald 2
Zengxiang Li 2
Tobias Helms 2
James Nutaro 2
Samir Das 2
Christopher Carothers 2
Robert Klein 2
Bernd Heidergott 2
Thomas Lucas 2
Vashti Galpin 2
Jason Liu 2
Loohay Lee 2
Saikou Diallo 2
Sheldon Jacobson 2
Alan Weiss 2
Karl Entacher 2
Rick Goh 2
Dong Jin 2
Weibo Gong 2
Roman Chertov 2
Fernando Barros 2
Bernard Zeigler 2
Stephen Roberts 2
Bruno Preiss 2
Robert Sargent 2
Paul Glasserman 2
Paula Whitlock 2
Dashi Singham 2
Susan Hunter 2
Murat Kulahci 2
Teunis Ott 2
Sonia Fahmy 2
Alessandro Aldini 2
Michele Loreti 2
Maurice Beek 2
Bruce Ankenman 2
Violet Syrotiuk 2
Donato D’Ambrosio 2
Jose Padilla 2
Liu Hong 2
Albert Greenberg 2
Changcheng Huang 2
Robert Dittus 2
Sudhakar Yalamanchili 2
Gersende Fort 2
Alessandro Pellegrini 2
Richard Nance 2
Michael Lees 2
Reid Ness 2
Paul Barton 2
Joel Esposito 2
Vijay Kumar 2
Ioannis Lambadaris 2
Takuji Nishimura 2
Osman Balci 2
Vijay Madisetti 2
Michel Broniatowski 2
Babak Falsafi 2
Sudhir Srinivasan 2
Henrik Hult 2
Giuliano Casale 2
Bruno Tuffin 2
William Spataro 2
Ross Gore 2
Srikanth Yoginath 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
Busung Lee 2
Edward Lazowska 2
Zhengrong Ji 2
David Wood 2
Peter Hellekalek 2
Ajay Jasra 2
Bert Zwart 1
Ilchul Moon 1
Charles Sutton 1
Cigdem Sengul 1
Mustafa Al-Bado 1
Gerardo Rubino 1
Tiancheng Song 1
Fabrizio Granelli 1
Daniel McClary 1
Sergey Zeltyn 1
Avishai Mandelbaum 1
Haralampos Hatzikirou 1
Arthur Voter 1
Witold Dzwinel 1
Deli Zhang 1
Gilbert Hendry 1
Aya Wallwater 1
Ta Duong 1
Vera Goebel 1
Jane Douglas 1
Raymond Myers 1
Jie Wang 1
Ioannis Pachoulakis 1
Francois Blouin 1
Stephen Eick 1
Ruth Davies 1
Bradley Mitchell 1
Fred Hickernell 1
Abdollah Afjeh 1
Gregory Follen 1
José Fortes 1
Brian Logan 1
Wei Jin 1
Dimitrios Makrakis 1
Emily Lada 1
Philippe Barbe 1
Larry Soule 1
José Villén-Altamirano 1
Jeff Rothenberg 1
Milan Vojnović; 1
Harry Perros 1
Sridhar Ramesh 1
Youngmi Jin 1
Gajanana Nadoli 1
Wayne Loucks 1
Peter Epstein 1
Philip Fleming 1
Thomas Page 1
Graham Birtwistle 1
Lawrence Williams 1
Bedi̇r Tekinerdoğan 1
Cherung Lee 1
Andrea Bonarini 1
James Sinclair 1
Xiong Lin 1
Feng Gu 1
Helen Karatza 1
George O'Brien 1
Seungho Lee 1
Youngjun Son 1
Sudip Seal 1
Joshua Epstein 1
Meytal Tubi 1
Constantinos Psomas 1
Ram Rajagopal 1
Katia Obraczka 1
Jens Svensson 1
Benjamin Melamed 1
Chiali Wang 1
Ákos Lédeczi 1
James Davis 1
Yannis Smaragdakis 1
Taewoo Kim 1
Richard Simard 1
Éric Moulines 1
Ashvin Radiya 1
Jun Wang 1
Alvin Lebeck 1
Denis Choquet 1
Sandeep Gupta 1
Ayan Banerjee 1
Joshua Ferguson 1
Tridib Mukherjee 1
Assaf Zeevi 1
Firas Hamze 1
Kevin Walsh 1
Gary Warren 1
Guangwu Liu 1
Simon Shaw 1
Ferruccio Damiani 1
David Nicol 1
Seonghee Kim 1
Elvis Liu 1
Pooja Aggarwal 1
Alfred Park 1
Michele Amoretti 1
Elsa Gonsiorowski 1
Mohammand Ishlam Patoary 1
Heiko Aydt 1
Daniel Zehe 1
Tom Warnke 1
Salvatore Monteleone 1
K Prabuchandran 1
Mohamed Khadiri 1
Russell Barton 1
Song Ci 1
Sara Tzafrir 1
Sandeep Gupta 1
Gaurav Sharma 1
Changhee Joo 1
Terry Young 1
Yossi Mesika 1
Dominique Feillet 1
Danny Perez 1
David Yuen 1
Michail Tsompanas 1
Karl Kienitz 1
Ericcao Ni 1
Timothy Davis 1
Isaku Wada 1
Ernest Houck 1
James Enns 1
Kellogg Booth 1
Joseph Kearney 1
Yiannis Papelis 1
James Cremer 1
Jorma Virtamo 1
Steve Counsell 1
WeiWin Liou 1
Weining Yang 1
Phillip Dickens 1
Kevin Healy 1
Bahar Biller 1
Marco Roccetti 1
Marco Bernardo 1
Na Li 1
Anna Lawniczak 1
Come Raczy 1
Robert Felderman 1
Hermann Thorisson 1
Su Deng 1
Manuel Villén-Altamirano 1
Yuhjeng Lee 1
David Miller 1
Cesar Neto 1
Andrés Suárez-González 1
Raúl Rodríguez-Rubio 1
Ihab Hamadeh 1
Tamer Bacsar 1
Alan Krantz 1
Ke Pan 1
Takeshi Tokuyama 1
Jörg Sack 1
Rassul Ayani 1
TongqiangTony Wu 1
James Yan 1
Lancelot James 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
Rolf Waeber 1
Victor Tay 1
Stylianos Zikos 1
Peter Buchholz 1
K Erickson 1
Abdeslem Boukhtouta 1
Chanan Glezer 1
Salvatore Di Gregorio 1
Vladimir Protopopescu 1
Vladislav Petkov 1
Fang Chu 1
Yujing Wu 1
Yu Gu 1
Yong Liu 1
Paul Wilson 1
Okan Topçu 1
Yingchao Hung 1
Pontus Matstoms 1
Alan George 1
A Dieker 1
Klaus Wehrle 1
Mostafa Bassiouni 1
Sumeetpal Singh 1
Nick Whiteley 1
Lucas Schnorr 1
Richard Uhlig 1
Dimitrios Stiliadis 1
John Tufarolo 1
Georgios Varsamopoulos 1
Rose Gilbert 1
Dzung Phan 1
Soumyadip Ghosh 1
Marvin Nakayama 1
Segev Wasserkrug 1
Rajshekar Kalayappan 1
Danilo Pianini 1
Andrea Marin 1
Sabina Rossi 1
Carl Tropper 1
William Lytton 1
Yongjia Song 1
Mingbin Feng 1
Pu Zhang 1
Guanghui Lu 1
Jangwon Bae 1
Alexander Luck 1
Andrea Mineo 1
Davide Patti 1
Shellying Huang 1
Wenjing Hsu 1
Hui Fang 1
Dalei Wu 1
Ravi Mazumdar 1
Georgina Mellor 1
Pnina Vortman 1
Murat Gunal 1
Andreas Deutsch 1
Susan Mniszewski 1
Shea Miller 1
Giuseppe Filippone 1
Paul Sanchez 1
Steven Marcus 1
Songhee Kim 1
Rong Rong 1
Yong Teo 1
Stefan Rybacki 1
Norman Badler 1
Brian Unger 1
Nicholson Collier 1
Kai Strunz 1
Simon Rosenfeld 1
PeiChi Wu 1
Henri Faure 1
Pierre Brémaud 1
Brad Johnson 1
Xenofontas Dimitropoulos 1
Dmitri Krioukov 1
Arnold Buss 1
Dhananjaimadhava Rao 1
Philip Wilsey 1
Mark Lundstrom 1
David Talby 1
Dror Feitelson 1
David Messerschmitt 1
Bruce Cota 1
James Hoe 1
Tsunyi Tuan 1
George Rouskas 1
Soranun Jiwasurat 1
Ignacio Martinez-Moyano 1
Sanguthevar Rajasekaran 1
Rajeev Shorey 1
Antonis Sidiropoulos 1
Claudia Antonini 1
Yi Ding 1
Pirooz Vakili 1
Karmeshu 1
Yang Hong 1
Josiane Nzouonta 1
Mario Cin 1
Fatma Ozmizrak 1
Jun Yin 1
John Drew 1
Andrea Santoro 1
Steffen Strassburger 1
Navonil Mustafee 1
J Wegman 1
David Everitt 1
Abraham George 1
Richard Ladner 1
Jean Berger 1
Rocco Rongo 1
Tainchi Lu 1
Mingtang Lin 1
Weicherng Liao 1
Wander Wadman 1
Ting Li 1
Lalit Garg 1
Héctor Cancela 1
Haiyan Luo 1
Libero Nigro 1
Yang Song 1
Ahmed Helmy 1
Boaz Carmeli 1
Avraham Shtub 1
Stephan Eidenbenz 1
Christoph Junghans 1
Mamadou Seck 1
Helcio Vieira 1
Mischel Belderrain 1
Vivek Gupta 1
Jingchen Liu 1
Séamus McLoone 1
Ora Percus 1
Denis Laurendeau 1
R Randhawa 1
Jacobus Rooda 1
Minghua Hsieh 1
Johan Olstam 1
Jan Lundgren 1
Jingxiang Luo 1
Adam Schwartz 1
Jianliang Zheng 1
Arwa Jamjoom 1
Madhav Marathe 1
Nicolas Chopin 1
Virgile Caron 1
Agnes Fussl 1
Alfred Park 1
Stephen Herrod 1
Bradford Canova 1
Zahra Abbasi 1
Deniz Cicek 1
David Madigan 1
Pieter Mosterman 1
Thomas Kühne 1
Zhaolin Hu 1
Anand Vidyashankar 1
Valerie Demers 1
Agostino Dovier 1
Monika Heiner 1
Jiehong Jiang 1
Jie Xu 1
Donghai He 1
Kody Law 1
Debarghya Ghoshdastidar 1
Takaaki Kawai 1
Xueqian Zhao 1
Adnan Haider 1
Yiping Yao 1
Gul Agha 1
Bert Zwart 1
Anup Mokashi 1
Yadong Xu 1
Taggon Kim 1
Vincenzo Catania 1
Maurizio Palesi 1
Maria Barton 1
Xiang Zhou 1
Shamim Begum 1
Tillal Eldabi 1
Declan Delaney 1
Iain Phillips 1
José Hernández 1
Hyo Ashihara 1
Christopher Healey 1
John Granieri 1
Carey Williamson 1
Pasi Lassila 1
Dirk Kroese 1
Jerry Vos 1
Benjamin Stopford 1
Ray Paul 1
Debasis Mitra 1
TagGon Kim 1
Jeffrey Joines 1
Xiaobai Sun 1
Jeffrey Chase 1
Natalie Steiger 1
Chihchieh Hsu 1
James Stascavage 1
Kihong Park 1
Seksan Kiatsupaibul 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
Liming Feng 1
Stephen Turner 1
Eunji Lim 1
Haidong Xue 1
Samsun Lampotang 1
Ira Fischler 1
Victor Yau 1
Benjamin Hamilton 1
Zsolt Haraszti 1
Vineet Goyal 1
Mário Freire 1
V Bos 1
Carmen Bobeanu 1
Donald Iglehart 1
Wayne Holland 1
Kobi Moskovitch 1
Sergev Wasserkrug 1
Stéphane Dauzère-Pérès 1
Davide Marocco 1
David Kamensky 1
Christoforos Kachris 1
Dmitry Ponomarev 1
Kyoungkuk Kim 1
I Wang 1
Stein Kristiansen 1
Gleb Beliakov 1
Javier Aracil 1
Joan Donohue 1
Waikin Chan 1
Xiaolin Hu 1
Lewis Ntaimo 1
Radharamanan Radhakrishnan 1
Roberto Gorrieri 1
Greg Lomow 1
Sanqi Li 1
Henryk Fukś 1
Mordechay Levin 1
Charles Overstreet 1
Daniel Lewandowski 1
Radboud Tebbens 1
Hany Ammar 1
Roland Wunderlich 1
Robert Firby 1
Nelson Fonseca 1
José López-Ardao 1
Stephen Conrad 1
Theresa Roeder 1
Sujin Kim 1
François Baccelli 1
Ian Macintyre 1
Kiran Rege 1
John Shortle 1
Athena Vakali 1
Dimitrios Katsaros 1
Guoqi Qian 1
Melike Meterelliyoz 1
Werner Scheinhardt 1
Bennett Fox 1
Hong Wan 1
Michael Amrein 1
Vittorio Cortellessa 1
John Heidemann 1
Jianlong Zhang 1
Alexander Steiniger 1
James Gross 1
Dirk Grunwald 1
Ravi Sharma 1
Taesik Lee 1
Christian Schäfer 1
Dominic Lee 1
Paul Sánchez 1
Anand Natrajan 1
Stuart Sechrest 1
Edouard Bugnion 1
Swaminathan Sureshchandran 1
Koichiro Inoue 1
Robert Foley 1
Michael Jonas 1
Mark Broadie 1
Shawn Simpson 1
André Seznec 1
Hongquan Xu 1
Rony Flatscher 1
Colin Atkinson 1
Alexander Andreychenko 1
Martin Nielsen 1
Ferdinando Fioretto 1
Frits Dannenberg 1
Ovidiu Pârvu 1
David Gilbert 1
Hui Chiang 1
JEFF Hong 1
Jiaqiao Hu 1
Qi Fan 1
Nikolas Kantas 1
Smruti Sarangi 1
Giorgio Audrito 1
Jacob Beal 1
Huifen Chen 1
Shigeru Kaneda 1
Andrea Sina 1
Ning Liu 1
Michael Hines 1
Karl Palmskog 1
Qiong Zhang 1
Jereme Lamps 1
Peter Ware 1
P Coe 1
Reuben Pasquini 1
Edward Mascarenhas 1
Yehching Chung 1
Gianluca Bontempi 1
Peter Frazier 1
Lawrence Leemis 1
Feng Tian 1
Frank Emmerich 1
Heinz Zechner 1
Michael Keane 1
Victor Mak 1
Judy Jin 1
Shlomi Dolev 1
Chungnan Lee 1
Christian Gagné 1
Paulo Monteiro 1
Robert Leachman 1
Quan Lu 1
Maged Dessouky 1
Shuo Pan 1
Aditya Agrawal 1
Scott Kaplan 1
Hendrik Van Landeghem 1
Jinho Lee 1
Winfried Grassmann 1
Hernan Awad 1
Sylvain Le Corff 1
Philip Kiviat 1
Benjamin Zorn 1
Byoung Choi 1
Donghun Kang 1
Keith Bisset 1
Gloria Teng 1
Mostafa Ammar 1
François Panneton 1
Pedro Velho 1
Vinoth Suryanarayanan 1
Leila Setayeshgar 1
Kenneth Hardis 1
Nando De Freitas 1
Nicolas Sendrier 1
Edward Lee 1
Wanmo Kang 1
Rajeeva Karandikar 1
Ernstmoritz Hahn 1
Daan Crommelin 1
Anja Feldmann 1
Rob Wang 1
Fuad Basis 1
Michael Pidd 1
Andreas Reppas 1
Deniz Çetinkaya 1
Alexander Verbraeck 1
Jun Yuan 1
Juta Pichitlamken 1
Tomás Ward 1
Peter Haas 1
Aaron McCoy 1
Gabriel Wainer 1
Jonathan Crabtree 1
JyaJang Tsai 1
Michael North 1
Duncan Murdoch 1
Christiane Lemieux 1
Robert O'Keefe 1
John Duva 1
Amin Vahdat 1
Nirav Kapadia 1
Martin Stytz 1
Krishnan Kumaran 1
ShingHoi Lee 1
Marissa Borrego 1
Stanislav Volkov 1
Gary Tan 1
J Yu 1
Søren Asmussen 1
Holger Grothe 1
Thomas Wenisch 1
Manuel Fernández-Veiga 1
Cándido López-García 1
Kurt Rohloff 1
Eliot Rich 1
Hyungwook Park 1
Zhanpeng Jin 1
Allen Cheng 1
N Hemachandra 1
Zelda Zabinsky 1
Taeshin Park 1
Robert Ronngren 1
Hannes Leeb 1
Donald Gross 1
François Fages 1
Yan Zhou 1
Tatiana Zaburnenko 1
Ambedkar Dukkipati 1
Alberto Lafuente 1
Antonio Scala 1
Stephen Gilmore 1
Dario Burato 1
Matteo Sottana 1
Vladimir Adam 1
Guid Sanguinetti 1
Cheng Li 1
Anastasis Georgoulas 1
Konstantinos Stamos 1
Sumit Kunnumkal 1
Paul Bratley 1
Chenxin Li 1
ShingGang Kou 1
WuLin Chen 1
Chris Tofts 1
Alejandro Hernandez 1
Mary Bailey 1
Simon Taylor 1
Xiaolin Hu 1
Wai Kin 1
Linbo Luo 1
Halim Damerdji 1
Kangsun Lee 1
Marius Hofert 1
Yuval Elovici 1
Giuseppe Trunfio 1
Wenyang Hsia 1
Xi Chen 1
Fragkiskos Papadopoulos 1
Konstantinos Psounis 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
Pétros Ioannou 1
Georg Kunz 1
Amandine Schreck 1
Roman Rozin 1
Zhenjiang Dong 1
Maysoon Abulkhair 1
Sylvia Frühwirth-Schnatter 1
Donghua Xu 1
Boonping GAN 1
Scott Devine 1
Anujan Varma 1
Patrick Ryan 1
ChaKun Lee 1
Enrico Pontelli 1
Jakob Ruess 1
John Lygeros 1
Clemens Schwaninger 1
Fei Liu 1
Georg Pflug 1
Christopher Healey 1
Geetika Malhotra 1
Mirko Viroli 1
Vinod Tipparaju 1
Zhongwei Lin 1
Ewan Cahen 1
Vignesh Babu 1
Xiaosong Li 1
Leiting Chen 1
Sangwon Bae 1
Ken Fullerton 1
Sally McClean 1
JéRôMe Talim 1
HaiFeng Guo 1
Yuguang Fang 1
Yariv Marmor 1
Sylvain Housseman 1
Nabil Absi 1
Georgios Lolas 1
Vittoria Personè 1
Evgenia Smirni 1
Georgios Sirakoulis 1
David Love 1
Güzin Bayraksan 1
Xi Chen 1
Matthew Sottile 1
Jason Dagit 1
Sarat Moka 1
Miguel Erazo 1
Claudia Szabo 1
WaiTeng Tang 1
Ian Thng 1
Mary Wagner 1
John Cleary 1
Huw Davies 1
Levent Yilmaz 1
Kimmo Raatikainen 1
Sheila Banks 1
Adi Raveh 1
Chengjye Luh 1
José Gallardo 1
Anoop Gupta 1
Pieter De Boer 1
David Hardaker 1
Gilberto Mayor 1
David Andersen 1
Weelit Koh 1
John Biegel 1
Mingjian Yuan 1
Anurag Kumar 1
Alan Whisman 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
Matthew Carlyle 1
Michael Pagels 1
J Jump 1
Sandhya Dwarkadas 1
Zisheng Chen 1
Samuel Ehrlichman 1
Benjamin Lok 1
Darren Ong 1
Xiadong Fu 1
James Townsend 1
Reuven Rubinstein 1
Ad Ridder 1
Anthony LaMarca 1
Belgacem Bouzaïene-Ayari 1
Rami Puzis 1
Ricki Ingalls 1
Douglas Morrice 1
Alexander Tuzhilin 1
Olivier Teytaud 1
Pedro Inácio 1
Chengshang Chang 1
Francesco Presti 1
Don Towsley 1
Glenn Carl 1
Kunchan Lan 1
Anastassios Chassiakos 1
George Fishman 1
Etienne Kerre 1
Jurgen Martens 1
Mirko Stoffers 1
Jie Li 1
Zdravko Botev 1
Michael Garnsey 1
Pete Sanderson 1
Xizhou Feng 1
Jennifer Harlow 1
Arnaud Legrand 1
Henri Casanova 1
Guy Schiavone 1
Christian Leger 1
Ivan Zorych 1
Ziyu Wang 1
Ken Funk 1
Emin Sirer 1
Ronald Nolte 1
Jie Liu 1
Linar Mikeev 1
Verena Wolf 1
Jie Xu 1
Marta Kwiatkowska 1
Denis Menshykau 1
Pierre Del Moral 1
Zhonghai Lu 1
Stefano Sebastio 1
Pia Wilsdorf 1
Andrea Vandin 1
Xianhe Sun 1
Davide Cingolani 1
David Parker 1
Yuan Yi 1
Rakesh Kumar 1
Carsten Maus 1
Cheng Feng 1
Weiping Luo 1
Susan Lewis 1
Weikun Wang 1
Vivek Borkar 1
Nugroho Pujowidianto 1
Hussein Al-Zubaidy 1
Franco Cicirelli 1
Raed Al-Zubi 1
Christine Currie 1
Elizabeth Corbett 1
Tirza Lauterman 1
Dagan Schwartz 1
Ohad Greenshpan 1
Peter Salemi 1
Rafał Wcisło 1
Jingjing Wang 1
Nael Abu-Ghazaleh 1
Gongjun Xu 1
Damian Dechev 1
Tito Homem-De-Mello 1
James Swisher 1
Xiaorong Li 1
Thomas Plagemann 1
Norman Matloff 1
Ai Kuramoto 1
Daniel Heyman 1
Turgay Korkmaz 1
Zhonge Xiao 1
Glen Takahara 1
Qianli Su 1
Benjamin Feng 1
John Reed 1
Yanick Champoux 1
Paul Dupuis 1
Luis Orozco-Barbosa 1
K Chandy 1
Wentoh Liao 1
Leonard Kleinrock 1
Lijun Wang 1
Roger Cooke 1
Thomas Stewart 1
Robert Smith 1
Isi Mitrani 1
Brian Mark 1
Takayuki Osogami 1
Demet Batur 1
Huseyin Topaloglu 1
William Robinson 1
Colm O'Cinneide 1
Fred Howell 1
Turgay Celik 1
Cristian Borcea 1
Evan Saltzman 1
Victor Chan 1
John Quarles 1
Matthias Falkner 1
Ernst Stadlober 1
Jim Chen 1
Andrew Whinston 1
Jon Parker 1
Vikas Jha 1
Hatem Sellami 1
Manuela Pereira 1
Guanhua Yan 1
Ronald Wolff 1
Sandeep Neema 1
Eugene Kerckhoffs 1
George Michailidis 1
Olaf Landsiedel 1
Matthew Chidester 1
Ivo Adan 1
Ferdi Put 1
Aleksandar Milenković 1
Milena Milenković 1
Jim Williams 1
Margaret Loper 1
Minghsing Chiu 1
Siegfried Treu 1
Nilay Argon 1
Jiangzhuo Chen 1
Suruchi Deodhar 1
Yifei Ma 1
Raazesh Sainudiin 1
Rudolf Frühwirth 1
David Nagle 1
Hui Wang 1
Trevor Mudge 1
Mendel Rosenblum 1
Marc Suchard 1
Brian Merrell 1
Andrew Klapper 1
Mark Goresky 1
Hans Vangheluwe 1
Nigel Saunders 1
Dagmar Iber 1
Sylvain Soliman 1
Taoying Farenhorst-Yuan 1
Huashuai Qu 1
Enlu Zhou 1
Elena Ehrlich 1
Seep Goel 1
Abhishek Sagar 1
Hiroshi Mineno 1
Natalia Zoń 1
Justin LaPre 1
Robert McDougal 1
Guy Feldman 1
Mustafa Turkyilmazoglu 1

Affiliation Paper Counts
Chin Min Institute of Technology Taiwan 1
Tongji University 1
Yahoo Inc. 1
Indian Statistical Institute (Delhi Centre) 1
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
Universite Grenoble Alpes 1
INRIA Saclay 1
Cass Business School 1
Brandenburg University of Technology Cottbus 1
Hewlett-Packard Inc. 1
Texas A and M University 1
University of Alabama in Huntsville 1
University of Bristol 1
Italian National Research Council 1
Centre College Kentucky 1
Johannes Kepler University Linz 1
Kasetsart University 1
SAS Institute, Inc. 1
University College London 1
University of Durham 1
Scott AFB 1
Universite Paul Cezanne Aix-Marseille III 1
SUNY Downstate Medical Center 1
Nokia USA 1
Lancaster University 1
Osaka 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, Caracas 1
Microsoft Corporation 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
Chung Yuan Christian University 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
University of Urbino 1
Technological Education Institute-Crete 1
Amherst College 1
The Graduate Center 1
Harvard School of Public Health 1
TU Dortmund University 1
University of Leicester 1
York University Canada 1
HEC School of Management 1
University of Cyprus 1
Universidad de la Republica 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
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 of Parma 1
University College Dublin 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
Turkish Naval Academy 1
CNRS Centre National de la Recherche Scientifique 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
National Dong Hwa University 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 S.p.A., Italy 1
University of Guelph 1
Sandia National Laboratories, California 1
University of Trento 1
Queen's University, Kingston 1
German Cancer Research Center 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
Harbin Institute of Technology 1
Agriculture and Agri-Food Canada 1
University of Erlangen-Nuremberg 2
Loughborough University 2
Universite Pierre et Marie Curie 2
University of Calgary 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
Sandia National Laboratories, New Mexico 2
Linkoping University 2
HP Labs 2
Auburn University 2
BBN Technologies 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
University of Coimbra 2
Kumamoto University 2
IBM, USA 2
University of Toledo 2
New York University 2
Brooklyn College 2
Motorola 2
Catholic University of Leuven, Leuven 2
The University of North Carolina at Chapel Hill 2
University of Udine 2
University of Camerino 2
Stony Brook University 2
National Taiwan University of Science and Technology 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
INRIA Rocquencourt 2
Intel Corporation 2
Laboratoire Traitement et Communication de l'Information 2
Cyprus University of Technology 2
Istituto di Scienza e Tecnologie dell'Informazione A. Faedo 2
Aalto University 2
National University Corporation Shizuoka University 2
National Research Laboratory of Metrology 2
TUMCREATE Limited 2
University of Colorado at Boulder 3
University of Beira Interior 3
Virginia Commonwealth University 3
University of Amsterdam 3
Middle East Technical University 3
King Abdulaziz University 3
Johns Hopkins University 3
Rice University 3
University of Illinois 3
Yale University 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
Technical University of Berlin 3
State University of New York at Albany 3
University of Turin 3
City University of Hong Kong 3
University of Saskatchewan 3
University of Southern California, Information Sciences Institute 3
RWTH Aachen University 3
Hacettepe University 3
University of Ulster 3
Instituto Tecnologico de Aeronautica 3
National University of Defense Technology China 3
University of Cincinnati 3
National University of Ireland, Maynooth 3
Nokia Corporation 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
Vanderbilt University 4
Duke University 4
Vrije Universiteit Amsterdam 4
University of Catania 4
IBM Research 4
Technical University of Denmark 4
Center for Mathematics and Computer Science - Amsterdam 4
MITRE Corporation 4
University of Pittsburgh 4
SAIC 4
National Tsing Hua University 4
Technical University of Dresden 4
University of Birmingham 4
University of Canterbury 4
University of California, Santa Cruz 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
Saarland University 4
Illinois Institute of Technology 5
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
INRIA Institut National de Rechereche en Informatique et en Automatique 5
Ca' Foscari University of Venice 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 Bologna 5
Vanderbilt University Medical Center 5
University of Wisconsin Madison 5
Eindhoven University of Technology 5
IBM, Japan 5
McGill University 6
Technical University of Darmstadt 6
Brown University 6
University of Massachusetts Amherst 6
Aristotle University of Thessaloniki 6
University of Virginia 6
Technion - Israel Institute of Technology 6
University of Southampton 6
Korea Advanced Institute of Science & Technology 6
Laval University 6
Pennsylvania State University 7
Royal Institute of Technology 7
Delft University of Technology 7
Old Dominion University 7
University of Washington, Seattle 7
IBM Haifa Labs 7
University of Southern California 7
Tata Institute of Fundamental Research 7
University of Roma La Sapienza 7
Indian Institute of Technology, Delhi 7
University of Salzburg 8
Ohio State University 8
University of Calabria 8
University of Central Florida 8
University of California, Berkeley 8
Swiss Federal Institute of Technology, Zurich 8
University of Pennsylvania 9
University of Waterloo 9
Brunel University London 9
Nokia Bell Labs 9
University Michigan Ann Arbor 9
Vienna University of Economics and Business Administration 10
Arizona State University 10
University of Arizona 10
University of Twente 10
University of Illinois at Urbana-Champaign 11
George Mason University 11
Oak Ridge National Laboratory 12
Rensselaer Polytechnic Institute 12
University of Rostock 13
IBM Thomas J. Watson Research Center 13
Indian Institute of Science, Bangalore 14
Carleton University 14
Naval Postgraduate School 14
New Jersey Institute of Technology 15
University of Edinburgh 15
Virginia Tech 16
University of California, Los Angeles 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
Volume 28 Issue 1, January 2018

2017
Volume 27 Issue 4, December 2017
Volume 27 Issue 3, September 2017
Volume 27 Issue 2, July 2017 Special Issue on PADS 2015

2016
Volume 27 Issue 1, November 2016
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
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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
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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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