ACM Transactions on

Sensor Networks (TOSN)

Latest Articles

Designing Interactive Multiswimmer Exergames

The unique aquatic nature of swimming makes it difficult to use social or technical strategies to mitigate the tediousness of monotonous exercises. In this study, we propose the use of a smartphone-based multiplayer exergame named MobyDick. MobyDick is designed to be played while swimming, where a... (more)

Neighborhood View Consistency in Wireless Sensor Networks

Wireless sensor networks (WSNs) are characterized by localized interactions, that is, protocols are often based on message exchanges within a... (more)

A Comparative Study of Recent Wireless Sensor Network Simulators

Over recent years, the continuous interest in wireless sensor networks (WSNs) has led to the appearance of new modeling methods and simulation... (more)

Consensus-Aware Sociopsychological Trust Model for Wireless Sensor Networks

Security plays a vital role in Wireless Sensor Networks (WSN) for providing reliability to the network. In WSN, where nodes, in addition to having... (more)

Connectivity-Based Space Filling Curve Construction Algorithms in High Genus 3D Surface WSNs

Many applications in wireless sensor networks (WSNs) require that sensor observations in a given monitoring area are aggregated in a serial fashion.... (more)

Energy-Efficient Aquatic Environment Monitoring Using Smartphone-Based Robots

Monitoring aquatic environment is of great interest to the ecosystem, marine life, and human health. This article presents the design and... (more)


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About TOSN

TOSN publishes original research papers (approximately 30-40 printed pages each in ACM Transaction style) and tutorial and survey papers (approximately 30-50 printed pages each). We do not accept short technical notes.
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Forthcoming Articles
Carpooling Service for Large-Scale Taxicab Networks

Carpooling has long held the promise of reducing gas consumption by decreasing mileage to deliver co-riders. Although ad hoc carpools already exist in the real world through private arrangements, little research on the topic has been done. In this paper, we present the first systematic work to design, implement, and evaluate a carpool service, called coRide, in a large-scale taxicab network intended to reduce total mileage for less gas consumption. Our coRide system consists of three components, a dispatching cloud server, passenger clients, and an onboard customized device, called TaxiBox. To improve coRides efficiency in mileage reduction, we formulate a NP-hard route calculation problem under different practical constraints. We then provide (i) an optimal algorithm using Linear Programming, (ii) a 2 approximation algorithm with a polynomial complexity, and (iii) its corresponding online version with a linear complexity. We test the performance of coRide by a comprehensive evaluation with a real-world implementation and a data-driven simulation with 14,000 taxi data from the Chinese city Shenzhen. The results show that compared with the ground truth, our service can reduce 33% of total mileage; with our win-win fare model, we can lower passenger fares by 49% and simultaneously increase driver profit by 76%.

On A New SDP-SOCP Method for Acoustic Source Localization Problem

Acoustic source localization has many important applications. Convex relaxation provides a viable approach of obtaining good estimates very efficiently. There are two popular convex relaxation methods using either semi-definite programming or second order cone programming. However, the performances of the methods have not been studied properly in the literature and there is no comparison in terms of accuracy and performance. The aims of this paper are twofold. First of all, we study and compare several convex relaxation methods. We demonstrate by numerical examples that most of the convex relaxation methods cannot localize the source exactly even in the performance limit when the time difference of arrival (TDOA) information is exact. In addressing this problem, we propose a novel mixed SDP-SOCP relaxation model and study the characteristics of the optimal solutions and its localizable region. Furthermore, an error correction scheme for the proposed SDP-SOCP model is developed so that exact localization can be achieved in the performance limit. Experimental data have been collected in a room with two different array configurations to demonstrate our proposed approach.

Following Targets for Mobile Tracking in Wireless Sensor Networks

Traditional tracking solutions in wireless sensor networks based on fixed sensors have several critical problems. First, due to the mobility of targets, a lot of sensors have to keep being active to track targets in all potential directions, which causes excessive energy consumption. Second, when there are holes in the deployment area, targets may fail to be detected when moving into holes. Third, when targets stay at certain positions for a long time, sensors surrounding them have to suffer heavier work pressure than others, which leads to a bottleneck for the entire network. To solve these problems, a few of mobile sensors are introduced to follow targets directly for tracking because the energy capacity of mobile sensors is less constrained and they can detect targets closely with high tracking quality. Based on a realistic detection model, a solution of scheduling mobile sensors as well as fixed sensors for target tracking is proposed. Moreover, the movement path of mobile sensors has provable performance bound compared with the optimal solution. Results of extensive simulations show that mobile sensors can improve the tracking quality even if holes exist in the area and reduce energy consumption of sensors effectively.

LIPS: A Light Intensity Based Positioning System For Indoor Environments

This paper presents {\em LIPS}, a Light Intensity based Positioning System for indoor environments. The system uses off-the-shelf LED lamps as signal sources, and uses light sensors as signal receivers. The design is inspired by the observation that a light sensor has {\em deterministic sensitivity} to both the distance and incident angle of light signal, an under-utilized feature of photodiodes now widely found on mobile devices. We develop a stable and accurate light intensity model to capture the phenomenon, based on which a new positioning principle, {\em Multi-Face Light Positioning} (MFLP), is established that uses three collocated sensors to uniquely determine the receiver's position, assuming merely a {\em single} source of light. We have implemented a prototype on both dedicated embedded systems and smartphones. Experimental results show average positioning accuracy within 0.4 meters across different environments, with high stability against interferences from obstacles, ambient lights, temperature variation, etc.

QoS for Long-Range Wireless Sensors under Duty-Cycle Regulations with Shared Activity Time Usage

Long-range radio technologies can connect remote sensors/IoT devices without the complex and costly deployment of relay nodes. With image sensors, the larger amount of data to transmit can rapidly results in a radio activity time greater than the duty-cycle limit allowed per hour when such regulation constraints exist. In this case we propose an activity time sharing mechanism for a pool of image sensors deployed by a single organization. We propose to overcome the tight 36s/hour radio activity of a device by considering all the individual activity time in a shared/global manner. Devices that need to go beyond the activity time limitation can borrow activity time from other devices to provide better surveillance service guarantee. Simple, low-cost and long-range connectivity with the possibility of sharing activity time can make large-scale data-intensive applications such as visual surveillance a reality. The proposition has been implemented on our image sensor platform and preliminary tests show that the proposed mechanism if fully functional. Although initially targeted for image sensor, the proposition can also be deployed to increase the quality of service of traditional scalar sensors by guaranteeing that important messages can be sent despite the duty-cycle regulation limit.

Secure Positioning in Wireless Sensor Networks through Enlargement Miscontrol Detection

Wireless sensor networks enable a wealth of new applications in areas such as military, medical, environmental, transportation, smart city, and so on. In many of such scenarios, we need to measure in a secure way the positions of the sensors. Existing range-based techniques for secure positioning require a burdensome infrastructure, with many fixed anchors. Reducing the infrastructure would reduce the deployment cost, and foster the adoption of secure positioning solutions in wireless sensor networks. In this paper we propose SPEM, a secure positioning system based on multilateration and distance bounding protocols, which are protocols capable of measuring a trusted upper bound to a distance. SPEM uses the IEEE 802.15.4a UWB standard protocol to implement distance bounding. The key idea behind SPEM is to leverage the low probability that an adversary has of controlling enlargement attacks against IEEE 802.15.4a UWB. We estimate such a probability by a thorough study and signal-level simulations of the UWB physical layer. We show that SPEM needs up to 93% less infrastructure than state-of-the-art solutions, while achieving high levels of security against smart and determined adversaries.

BLOW-UP: Towards Distributed and Scalable Space Filling Curve Construction in 3D Volumetric WSNs

In wireless sensor networks (WSNs), a space filling curve (SFC) refers to as a path passing through all nodes in the network, with each node visited at least once. By enforcing a linear order of the sensor nodes through SFC, many applications in WSNs concerning serial operations on both sensor nodes and sensor data can be performed, examples including serial data fusion and path planing of mobile nodes. Although a few studies have made efforts to find such SFCs in WSNs, they primarily target at 2D planar or 3D surface settings, and cannot be directly applied to 3D volume WSNs due to considerably more complex geometric features and topology shapes the 3D volume settings introduce. This article presents BLOW-UP, a distributed, scalable and connectivity-based algorithm to construct a SFC for a 3D WSN (or alternatively to linearize the 3D network). The main idea of BLOW-UP is to decompose the given 3D network into a series of connected and closed layers, and the nodes are traversed layer by layer, incrementally from the innermost to the outermost, yielding a SFC covering the entire network, provably at least once and at most a constant number of times.

Temporal Lossless and Lossy Compression in Wireless Sensor Networks

Reliable and Energy Efficient Packet Delivery in Asymmetric Transmission Power-based Networks

In low-power wireless networks, it is considered that maintaining multi-hop connectivity is effective in constructing communication routes between individual nodes to a gateway. Since sensor networks are typically used for data collection, multi-hop routing protocols are designed to find routes optimal in upward directions. As sensor networks become widely applied to diverse applications, efficient downward traffic delivery also becomes important. To achieve this, we consider an asymmetric transmission power-based network (APN), where a power supplied gateway uses high-power radios to cover the entire network via single hop transmission, whereas common nodes use low power transmissions. For effective APN operations, we propose a single hop downlink protocol (SHDP) that consists of direct downlink transmission, local acknowledgment, neighbor forwarding, and contention resolution among the destinations neighbors. We evaluate SHDP through mathematical analysis, simulations, and testbed experiments. Our proposal outperforms other competitive multi-hop routing protocols. Specifically, SHDP shows high packet delivery performance and lowers the duty cycle greatly while reducing the packet transmission overhead by >50%.

Neighbour-Disjoint Multipath for Low-Power and Lossy Networks

In this paper, we describe a neighbour disjoint multipath (NDM) scheme that is shown to be more resilient amidst node or link failures compared to the two well-known node disjoint and edge disjoint multipath techniques. A centralised NDM was first conceptualised in our initial published work utilising the spatial diversity among multiple paths to ensure robustness against localised poor channel quality or node failures. Here, we further introduce a distributed version of our NDM algorithm adapting to the low-power and lossy network (LLN) characteristics. We implement our distributed NDM algorithm in Contiki OS on top of LOADng  a lightweight On-demand Ad hoc Distance Vector Routing protocol. We compare this implementation's performance with RPL  a standard IPv6 routing protocol of LLN, and also with basic LOADng, running in the Cooja simulator. Standard performance metrics such as packet delivery ratio, end-to-end latency, overhead and average routing table size are identified for the comparison. The results and observations are provided considering a few different application traffic patterns, which serve to quantify the improvements in robustness arising from NDM. The results are confirmed by experiments using a public sensor network testbed with over 100 nodes.

Cooperative Allocation of Tasks and Schedule of Sampling Intervals to Minimize Data Sharing in WSNs

Data sharing amongst multiple tasks is significant to reduce energy consumption and communication cost in low-power wireless sensor networks. Current proposals have already scheduled the discrete point sampling tasks to decrease the amount of sampled data. However, less effort has been done for the applications requiring continuous interval sampling data. Additionally, most of prior work focuses on scheduling tasks on a single sensor node. In this paper, we broaden the scope to the entire network and attempt to minimize the total amount of interval sampling data instead of traditional discrete point sampling data. Our basic idea is to cooperatively allocate and schedule multiple sampling tasks by utilizing the overlap amongst these tasks. Since the allocation problem is NP-hard and the scheduling problem is NP-complete, we design two dedicated 2-factor approximation methods for task allocation and scheduling, respectively. Extensive real experiments are conducted on a testbed of 50 sensor nodes to evaluate the effectiveness of our proposals. Moreover, the scalability of our proposals is verified by using the widely-used simulation tool, i.e., TOSSIM. The experimental results indicate that, compared with the state-of-the-art solution, our methods reduce the amount of sampled data significantly.

Socially Optimal Coexistence of Wireless Body Area Networks Enabled by a Non-Cooperative Game

In this paper, we enable the coexistence of multiple wireless body area networks (BANs) using a finite repeated non-cooperative game for transmit power control. With no coordination amongst these personal sensor networks, the proposed game maximizes each network's packet delivery ratio (PDR) at low transmit power. In this context we provide a novel utility function, which gives reduced benefit to players with higher transmission power, and a subsequent reduction in radio interference to other coexisting BANs. Considering the purpose of inter-BAN interference mitigation, PDR is expressed as a compressed exponential function of inverse signal-to-interference-and-noise ratio (SINR), so it is essentially a function of transmit powers of all coexisting BANs. It is shown that a unique Nash Equilibrium (NE) exists, and hence there is a subgame-perfect equilibrium, considering best-response at each stage independent of history. In addition, the NE is proven to be the socially optimal solution across all action profiles. Realistic and extensive on- and inter-body channel models are employed. Results confirm the effectiveness of the proposed scheme in better interference management, greater reliability and reduced transmit power, when compared with other schemes that can be applied in BANs.

Two-hop Relay-assisted Cooperative Communication in Wireless Body Area Networks: an Empirical Study

The pervasive use of wireless body area networks (BANs) has incurred potential inter-BAN interference, which can cause severe performance degradation. In this paper, the coexistence of BANs is experimentally performed. Relay-assisted cooperative communications scheme is implemented in a real IEEE 802.15.4-based BAN system with a beacon-enabled mode and guaranteed time slots (GTS) scheduling. As far as we know, it is the first experimental work that enables real-time investigation of the effectiveness of cooperative communications in BANs for co-channel radio interference mitigation. First- and second-order statistics, including outage probability, level crossing rate (LCR) and average fade/non-fade duration, are calculated from the measured effective channel gains of the device-to-coordinator links across all superframes. Empirical results demonstrate significant advantages of using two-hop relay-assisted communications over traditional star topology BAN. Advantages include: a maximum of 10 dB increase in channel gain threshold at an outage probability of 10%, which corresponds to a packet error rate of 10%; a reduction in level crossing rate by a factor of 5 at a channel gain threshold of -100 dB; and average non-fade duration prolonged by a factor of 5 at the same threshold.

Energy Harvesting and Wireless Transfer in Sensor Network Applications: Concepts and Experiences

Advances in micro-electronics and miniaturized mechanical systems are redefining the scope and extent of the energy constraints found in battery-operated wireless sensor networks (WSNs). On one hand, ambient energy harvesting may prolong the systems' lifetime, or possibly enable perpetual operation. On the other hand, wireless energy transfer allows systems to decouple the energy sources from the sensing locations, enabling deployments previously unfeasible. As a result of applying these technologies to WSNs, the assumption of a finite energy budget is replaced with that of potentially infinite, yet intermittent energy supply, profoundly impacting the design, implementation, and operation of WSNs. This article discusses these aspects by surveying paradigmatic examples of existing solutions in both fields, and by reporting on real-world experiences found in the literature. The discussion is instrumental to providing a foundation for selecting the most appropriate energy harvesting or wireless transfer technology based on the application at hand. We conclude the article by outlining research directions originating from the fundamental change of perspective that energy harvesting and wireless transfer bring about.

Integrated coverage and connectivity configuration for energy conservation in sensor networks

VigilNet: An integrated sensor network system for energy-efficient surveillance

Distributed weighted-multidimensional scaling for node localization in sensor networks

Semidefinite programming based algorithms for sensor network localization

Models and solutions for radio irregularity in wireless sensor networks

LEAP+: Efficient security mechanisms for large-scale distributed sensor networks

An analysis of unreliability and asymmetry in low-power wireless links

Reputation-based framework for high integrity sensor networks

On the lifetime of wireless sensor networks

Using mobile phones to determine transportation modes


Publication Years 2005-2016
Publication Count 434
Citation Count 2995
Available for Download 434
Downloads (6 weeks) 2008
Downloads (12 Months) 25863
Downloads (cumulative) 282190
Average downloads per article 650
Average citations per article 7
First Name Last Name Award
Saurabh Bagchi ACM Distinguished Member (2013)
ACM Senior Member (2009)
Stefano Basagni ACM Distinguished Member (2015)
ACM Senior Member (2006)
Nirupama Bulusu ACM Senior Member (2014)
Falko Dressler ACM Senior Member (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
Leonidas J Guibas ACM AAAI Allen Newell Award (2007)
Wendi Beth Heinzelman ACM Distinguished Member (2012)
ACM Senior Member (2009)
Ahmed A Helmy ACM Distinguished Member (2014)
ACM Senior Member (2012)
Mary Jane Irwin ACM Athena Lecturer Award (2010)
ACM Distinguished Service Award (2005)
Michael I. Jordan ACM AAAI Allen Newell Award (2009)
Jon Kleinberg ACM AAAI Allen Newell Award (2014)
ACM-Infosys Foundation Award in the Computing Sciences (2008)
Ajay Kshemkalyani ACM Distinguished Member (2009)
ACM Senior Member (2009)
Xiang-Yang Li ACM Distinguished Member (2014)
Yunhao Liu ACM Presidential Award (2013)
Peng Ning ACM Senior Member (2007)
Sartaj K Sahni ACM Karl V. Karlstrom Outstanding Educator Award (2003)
Rijurekha Sen ACM India Doctoral Dissertation Award (2014)
Cyrus Shahabi ACM Distinguished Member (2009)
Subhash Suri ACM Distinguished Member (2007)
Gene Tsudik ACM Senior Member (2013)
Yu Wang ACM Senior Member (2011)
Matt Welsh ACM Senior Member (2009)
Qiang Yang ACM Distinguished Member (2011)
Ying Zhang ACM Senior Member (2009)
Albert Zomaya ACM Distinguished Member (2006)

First Name Last Name Paper Counts
Guoliang Xing 14
Tian He 11
Tarek Abdelzaher 10
John Stankovic 7
Mani Srivastava 7
Gang Zhou 6
Jie Gao 5
Ramesh Govindan 5
Peng Ning 5
Xiaorui Wang 5
Xiaohua Jia 4
Radu Stoleru 4
Sencun Zhu 4
Wenliang Du 4
Subhash Suri 4
Dan Wang 4
Qing Cao 4
Shan Lin 4
Ioannis Paschalidis 4
Deborah Estrin 4
Radha Poovendran 4
Raja Jurdak 4
Nageswara Rao 4
Xiaodong Wang 4
Alberto Cerpa 4
Rajesh Gupta 3
Jiangchuan Liu 3
Rui Tan 3
Mo Li 3
Yu Wang 3
Yuchee Tseng 3
Branislav Kusy 3
Omprakash Gnawali 3
Simon Dobson 3
Guiling Wang 3
Yunhao Liu 3
Jeongyeup Paek 3
Upamanyu Madhow 3
Sajal Das 3
Chris Bleakley 3
Qian Zhang 3
Wensheng Zhang 3
Lin Gu 3
Luca Mottola 3
Anurag Kumar 3
Utz Roedig 3
Ryo Sugihara 3
Liqian Luo 3
Daniela Rus 3
Kamin Whitehouse 3
Sanjay Jha 3
Yu Gu 3
Marimuthu Palaniswami 3
Thomas La Porta 3
Chenyang Lu 3
Bhaskar Krishnamachari 3
Wade Trappe 3
Jiming Chen 3
Wendi Heinzelman 3
Li Xiao 3
Andrew Campbell 3
Mark Hansen 3
Jennifer Hou 3
Rik Sarkar 3
Shane Eisenman 3
Loukas Lazos 3
Jiannong Cao 3
Xiaobing Wu 3
Lance Kaplan 3
Ilker Demirkol 2
Pankaj Agarwal 2
Steven Gortler 2
Pieter Hartel 2
Ting Yan 2
Mallikarjun Shankar 2
Chatschik Bisdikian 2
Maura Paterson 2
Faramarz Fekri 2
Andreas Savvides 2
Jinzhu Chen 2
John Hicks 2
Hamid Aghajan 2
Sushil Jajodia 2
Lars Wolf 2
János Sallai 2
Ákos Lédeczi 2
Koen Langendoen 2
Peter Corke 2
Rajesh Panta 2
Samir Das 2
Gregory Pottie 2
Dong Xuan 2
Sitharama Iyengar 2
Sudha Krishnamurthy 2
Ashutosh Sabharwal 2
Nisheeth Shrivastava 2
Gene Tsudik 2
Sol Lederer 2
Marwan Krunz 2
Mingyan Liu 2
Xiaobo Tan 2
Felix Büsching 2
Yong Liu 2
Pangun Park 2
Péter Völgyesi 2
Suyoung Yoon 2
Chiehyih Wan 2
Antonio Ruzzelli 2
Bogdan Carbunar 2
Hengchang Liu 2
David Yau 2
Edward Coyle 2
Tao Liu 2
Thomas Wettergren 2
Zhenjiang Li 2
Keith Martin 2
Michele Rossi 2
Dong Guo 2
Wenbo He 2
Rui Tan 2
Sanjeev Setia 2
Diethelm Ostry 2
Carlo Fischione 2
Cormac Sreenan 2
Gul Agha 2
Sutharshan Rajasegarar 2
Michael Segal 2
Wilfried Philips 2
Hairong Qi 2
Anne Kermarrec 2
Gian Picco 2
Robert Pless 2
Deepak Ganesan 2
Thomas La Porta 2
Francesco Restuccia 2
Sajal Das 2
Guohong Cao 2
James Brown 2
Wen Hu 2
Saurabh Bagchi 2
Anish Arora 2
Pedro Marrón 2
Nithya Ramanathan 2
Philip Levis 2
Bhaskaran Raman 2
Lui Sha 2
Marc Geilen 2
Mehul Motani 2
Hongbo Jiang 2
Ronghua Wang 2
Hongjiang Zhang 2
Pascal Vicaire 2
Donggang Liu 2
Xianjin Zhu 2
Qingfeng Huang 2
Yong Yang 2
Neeraj Jaggi 2
Laura Balzano 2
Russell Costa 2
Yafeng Wu 2
Falko Dressler 2
Shucheng Yu 2
Chiara Petrioli 2
Konrad Iwanicki 2
Nadjib Badache 2
Fred Cohen 2
Andreas Meier 2
Mihail Sichitiu 2
David Brady 2
Gregory O'Hare 2
Aldar Chan 2
Jeroen Doumen 2
Indranil Gupta 2
Alex Rogers 2
Abu Kamal 2
Matthew Johnson 2
Douglas Stinson 2
Anis Koubâa 2
Yanyong Zhang 2
Deokwoo Jung 2
Twan Basten 2
Christos Anagnostopoulos 2
Nicholas Jennings 2
Miguel Carreira-Perpiñán 2
Wolf Pöttner 2
Neal Patwari 2
Yeewei Law 2
Christina Fragouli 2
Lu Su 2
Guihai Chen 2
Chifu Huang 2
Marco Zamalloa 2
Eddie Kohler 2
Theodore Brown 2
Claude Castelluccia 2
Wenzhan Song 2
Rong Zheng 2
Mahmut Karakaya 2
Kevin Ni 2
Mohamed Younis 2
Paul Havinga 2
Wenyuan Xu 2
Thomas Kunz 2
Xue Liu 2
Jianxun Wang 2
Prabal Dutta 2
Stathes Hadjiefthymiades 2
Djamel Djenouri 2
Xusheng Sun 1
Archan Misra 1
Hui Song 1
Jie Yin 1
Matt Welsh 1
Vikram Srinivasan 1
Lodewijk Van Hoesel 1
Andrew Taylor 1
Paul Chukiu 1
Anxiao(Andrew) Jiang 1
Klaus Herrmann 1
Yanjun Yao 1
Edgar Lobaton 1
Parvez Ahammad 1
Lungchung Chang 1
Wei Ye 1
Peng Ning 1
Tiziana Calamoneri 1
Sudip Misra 1
Mário Alves 1
Pavan Kumar 1
Stephen Dawson-Haggerty 1
Andrew Markham 1
Xiaopei Wu 1
Ioanis Nikolaidis 1
Wentsuen Chen 1
TzuChen Lian 1
Alessandro Mecocci 1
Lihsing Yen 1
Cristian Galperti 1
Markos Anastasopoulos 1
Panayotis Cottis 1
Chun Chen 1
Jongarm Jun 1
Mingsen Xu 1
Sainyam Galhotra 1
Rajesh Kumar 1
Wuyang Dai 1
Md Bhuiyan 1
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Lihui Xie 1
Ruogu Zhou 1
Stefan Guna 1
Fei Miao 1
Christopher Eibel 1
Muen Wu 1
Timo Hönig 1
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José Barceló-Ordinas 1
Zengfu Wang 1
Stephen Howard 1
Leana Golubchik 1
Xiaojiang Ren 1
Teresa Ko 1
Jeremy Elson 1
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Habib Ammari 1
Maria Kazandjieva 1
Thiemo Voigt 1
Jose O 1
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Masashi Sugano 1
Tony O'Donovan 1
Manuel Urueña 1
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Dawei Pan 1
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Branislav Kusý 1
YoungMin Kwon 1
Wenchan Shih 1
Mark Krasniewski 1
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Jon Crowcroft 1
François Ingelrest 1
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Ahmed Sadek 1
Min Mun 1
Kannan Srinivasan 1
Prabal Dutta 1
Qishi Wu 1
Guillermo Barrenetxea 1
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My Thai 1
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Radu Sion 1
Hongbo Jiang 1
Stefan Gun&acaron; 1
Petr Jurčík 1
Hamid Al-Hamadi 1
Abdelouahid Derhab 1
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Nikhil Naikal 1
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Peiyu Chiang 1
Vasos Vassiliou 1
Alberto Cardoso 1
Pedro Furtado 1
Yi Yuan 1
Weili Wu 1
Nam Nguyen 1
Jianxin Wang 1
Wei Zhang 1
Farshid Delgosha 1
Stan Sclaroff 1
Tim Nieberg 1
Ashwin Limaye 1
Xiaoyan Li 1
Peter Desnoyers 1
Kurt Rothermel 1
Romain Rouvoy 1
Frank Eliassen 1
Pandurang Kamat 1
Yi Shi 1
Hyduke Noshadi 1
Miodrag Potkonjak 1
Kirak Hong 1
Weiju Chen 1
Doug Tygar 1
Posu Yan 1
Dhinesh Dharman 1
Affan Syed 1
Daeyoung Kim 1
Simone Silvestri 1
Mihai Cucuringu 1
Amit Singer 1
Nouha Baccour 1
Niki Trigoni 1
Yu Gu 1
Swaprava Nath 1
Venkatesan Ekambaram 1
Claudio Soriente 1
Qixin Wang 1
TaChung Wang 1
Patrick Eugster 1
Xiangyu Zhang 1
Gueyyun Chang 1
Victor Leung 1
Vikram Munishwar 1
Andrea Abrardo 1
Przemyslaw Horban 1
Piotr Glazar 1
Hossein Pishro-Nik 1
Barry Porter 1
JeongGil Ko 1
Mirosław Kutyłowski 1
Katarzyna Rybarczyk 1
Xiyuan Peng 1
Christian Poellabauer 1
Kewal Saluja 1
JunBum Lim 1
Srikanth Krishnamurthy 1
Vishnu Navda 1
Russell Higgs 1
Sushmita Ruj 1
Weidong Shi 1
Venu Vasudevan 1
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Mo Li 1
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Tal Anker 1
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Mo Li 1
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Myounggyu Won 1
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Mort Naraghi-Pour 1
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Douglas Cochran 1
Ulf Kulau 1
Shaun Ahmadian 1
Sharon Coe 1
Michael Hamilton 1
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Rajdeep Dash 1
Martin Lukac 1
Junkun Li 1
Youxian Sun 1
Zhimeng Yin 1
Anne Kermarrec 1
David Moss 1
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Ricardo Silva 1
Jose Cecilio 1
Chao Wang 1
Kirill Mechitov 1
Hailun Tan 1
Beakcheol Jang 1
Vana Kalogeraki 1
Aman Kansal 1
Kung Yao 1
Ronald Peterson 1
Yang Yu 1
Marc Parlange 1
Mo Sha 1
Alfred Hero, 1
Xin Che 1
Xiaohui Liu 1
Dong Wang 1
Aaron Mavrinac 1
Sanem Kabadayı 1
Ziguo Zhong 1
Jin Teng 1
Leonardo Bobadilla 1
Alejandro Frery 1
Jing Dong 1
Alireza Ghaffarkhah 1
Antônio Loureiro 1
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Sirin Tekinay 1
Yin Chen 1
Mario Strasser 1
Boris Danev 1
Yuanchao Shu 1
Geyong Min 1
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Michael Smith 1
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Yue Wang 1
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Yu Chen 1
Haohau Chu 1
Simon Wang 1
Chris Crossman 1
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Katerina Argyraki 1
Kaiqi Xiong 1
Maarten Van Steen 1
Somnath Mitra 1
Wook Choi 1
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Ting Zhu 1
Yuan Zhou 1
Jose Costa 1
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Li Chen 1
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B Manjunath 1
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Xi Ju 1
Johnsen Kho 1
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Ming Xia 1
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Jun Liu 1
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Lu Ruan 1
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Habib Youssef 1
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Yin Chen 1
Chieh Liang 1
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Jun Zhang 1
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Di Ma 1
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Marco Caccamo 1
Yinyu Ye 1
Huailei Fu 1
Antonio Marullo 1
Xiaolong Huang 1
Pengfei Zhou 1
Yuanqing Zheng 1
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Weichih Liao 1
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Cristina Pinotti 1
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Ankur Saxena 1
Kui Ren 1
Xing Fu 1
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Yan Liu 1
Nihat Altiparmak 1
Sanghyuk Son 1
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Xiaojun Zhu 1
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Bugong Xu 1
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Weifa Liang 1
Mohammad Rahimi 1
Abtin Keshavarzian 1
Prasant Misra 1
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Ou Yang 1
Rensong Ko 1
Paulo Gil 1
Yu Peng 1
Pengjun Wan 1
Jun Zhang 1
Konstantinos Kalpakis 1
William Chappell 1
An Liu 1
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Emo Welzl 1
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Lifeng Sang 1
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Santosh Kumar 1
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David Culler 1
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Hanan Shpungin 1
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Jiajun Bu 1
Marcel Steine 1
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Richard Cagley 1
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Xianwei Sun 1
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Amarjeet Singh 1
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Luca Carloni 1
Fan Ye 1
Haipeng Dai 1
Dawei Zhou 1
Pei Huang 1
Pallavi Manohar 1
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Liam Roditty 1
Thomas Schmid 1
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Min Shao 1
Xianjin Zhu 1
Chuang Lin 1
Damien Jourdan 1
Dirk Van Haerenborgh 1
Mehmet Donmez 1
Johnny Park 1
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Hui Wang 1
Urbashi Mitra 1
Martin Haenggi 1
Lloyd Emokpae 1
Guang Tan 1
Hosam Rowaihy 1
Ben Greenstein 1
Mário Alves 1
Chanchai Veerarittiphan 1
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Shigeng Zhang 1
Mahima Suresh 1
Dheeraj Kumar 1
Theofanis Lambrou 1
Wan Du 1
Zikun Xing 1
Haiyan Miao 1
Erman Ayday 1
Shihying Chang 1
Zhong Chen 1
Nicola Bui 1
William Plishker 1
Deep Medhi 1
John Mitchell 1
Cunqing Hua 1
Kyle Jamieson 1
Alexander Dean 1
Gaurav Sukhatme 1
Sorabh Gandhi 1
Wei Yu 1
Nicholas Lane 1
Gahngseop Ahn 1
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Michael Pearce 1
Li Zhou 1
Mengxia Zhu 1
Song Ding 1
Carlos Guestrin 1
Samuel Midkiff 1
Tianqi Wang 1
Bülent Tavli 1
Dylan Thurston 1
Yu Wang 1
Laukik Chitnis 1
Phillip Gibbons 1
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Andrew Sugaya 1
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Desheng Zhang 1
Tan Yan 1
Adriano Branco 1
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Ankit Tiwari 1
Frank Lewis 1
Shigang Chen 1
Roy Shea 1
Jonathan Friedman 1
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Boris Rubinsky 1
Byunghoo Jung 1
Leonidas Guibas 1
Daniel Klein 1
Jason Isaacs 1
Tien Pham 1
Jing Wang 1
Fengyuan Ren 1
Sajal Das 1
Sharanya Eswaran 1
Guohong Cao 1
David Malan 1
Supriyo Chatterjea 1
Qiang Yang 1
Dou Shen 1
Krithi Ramamritham 1
Chuntung Chou 1
Jehoshua Bruck 1
Konstantinos Kleisouris 1
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Prasun Sinha 1
Karl Johansson 1
Ali Ercan 1
Amirhosein Taherkordi 1
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Chenshu Wu 1
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John Heidemann 1
Kui Ren 1
Pohkit Chong 1
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Yue Wu 1
Carl Larsen 1
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Yenting Chen 1
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Debraj De 1
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Yann Busnel 1
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Jie Liu 1
Ingray Chen 1
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Yuehsun Lin 1
Mohammad Ilyas 1
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Flávio Bergamaschi 1
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Yingying Chen 1
Sha Liu 1
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Qingjun Xiao 1
Frédéric Loiret 1
Haijie Wu 1
Yiweithomas Hou 1
Polly Huang 1
Leon Lin 1
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Minghsuan Yang 1
Sajal Das 1
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Nicholas Roy 1
Sarma Vrudhula 1
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Kinsum Liu 1
Shukor Razak 1
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Jessica Croft 1
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Matti Hämäläinen 1
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Jiakang Lu 1
Yuhen Hu 1
Matthew Keally 1
Li Xu 1
Michael Jordan 1
Oleg Prokopyev 1
Michael Osborne 1
Stephen Roberts 1
Zidong Wang 1
Bo Shen 1
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Cheming Lin 1
Yuguang Fang 1
Romolo Camplani 1
Wen Liu 1
Kanthakumar Pongaliur 1
Chihhua Chang 1
Xiaopei Wu 1
Ganapati Panda 1
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Dirk Colbry 1
Carolina Fortuna 1
Mihael Mohorčič 1
Leonardo Querzoni 1
Guvenc Degirmenci 1
Margit Mutschlechner 1
Behnam Dezfouli 1
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Minming Li 1
Pengjun Wan 1
Yingchao Zhao 1
Volker Turau 1
Xiaoqing Hu 1
Julie McCann 1
Abhinav Maurya 1
Ramkrishnan Kalyanaraman 1
Amiya Nayak 1
Ignasi Vilajosana 1
Greg Fletcher 1
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Roberto Passerone 1
Alessandra Rizzardi 1
Messaoud Doudou 1
Jamie Payton 1
Fangjing Wu 1
Olga Saukh 1
Robert Sauter 1
Kirk Martinez 1
Anhtuan Hoang 1
Poliang Lin 1
Jorge Silva 1
Mohammad Razzaque 1
Masayuki Murata 1
Takaaki Hatauchi 1
Jordi Casademont 1
Wooyoung Kim 1
Chen Wang 1
Himanshu Gupta 1
Bimal Roy 1
Jeff Burke 1
Arsalan Tavakoli 1
Jinfeng Ni 1
Chinya Ravishankar 1
Carla Chiasserini 1
Andreas Krause 1
Suman Nath 1
Umakishore Ramachandran 1
Ulrich Meyer 1
Dennis Schieferdecker 1
Gerald Stanje 1
Maria Gorlatova 1
Jianxun Zhu 1
Hui Lei 1
Jie Tian 1
Noemi Rodriguez 1
Paklam Yung 1
Xin Zhang 1
Hongyang Chen 1
Yongdong Tan 1
Apoorva Jindal 1
Laurence Riddle 1
Hyuk Lim 1
Jörg Schwenk 1
Johannes Gehrke 1
Stephen Kobourov 1
Jianguo Yao 1
Jing Feng 1
Yuan Yao 1
Bernhard Rinner 1
Vedran JelačA 1
Dimitri Van Cauwelaert 1
Mohammad Khan 1
Lukas Esterle 1
Christian Richter 1
Li Liu 1
Linda Tessens 1
Volkan Cevher 1
Michael Ward 1
Yabo Dong 1
Kurt Ackermann 1
Steven LaValle 1
Diep Nguyen 1
Ou Liu 1
Boleslaw Szymanski 1
Amy Murphy 1
Nungkwan Yip 1
Peng Cheng 1
Ashfaq Khokhar 1
Kolar Naveen 1
Venkata Prasanthi 1
Zhen Cao 1
Hui Deng 1
Nirvana Meratnia 1
Thiago Teixeira 1
Van Tran 1
Leonidas Guibas 1
Kai Bu 1
Zhijun Wang 1
Jing Deng 1
Lirong Jian 1
Wenzhan Song 1
Allenyang Yang 1
Songhwai Oh 1
Guillaume Salagnac 1
Ming Li 1
Sweta Singh 1
Chai Wu 1
Daniel Lissner 1
Luca Mottola 1
ZhiLi Zhang 1
Zaihong Shuai 1
Songhwai Oh 1
David Macdonald 1
Roberto Pietro 1
Nicholas Jennings 1
Nicholas Boers 1
LiChu Lo 1
Baltasar Beferull-Lozano 1
Liu Liu 1
Jing(Selena) He 1
Raheem Beyah 1
Yingshu Li 1
Nael Abu-Ghazaleh 1
Lapo Balucanti 1
Izhak Rubin 1
Wenyuan Xu 1
YoungMin Kwon 1
Artemis Voulkidis 1
Guobin Shen 1
Mohammadmaifi Khan 1
Jonghoon Kim 1
Klara Nahrstedt 1
Ethan Dereszynski 1
Michael O'Grady 1
Mario Di Francesco 1
Olaf Landsiedel 1
Majid Nabi 1
Jingbin Zhang 1
Pei Huang 1
Dijun Luo 1
Kay Römer 1
Rupesh Mehta 1
Xin Qi 1
Ivan Stojmenović 1
Xiaoming Liu 1
Yan Dong 1
Woohyeok Choi 1
Venkataramana Badarla 1
Seongjun Kang 1
Miri Moon 1
Kostas Kolomvatsos 1
Tingrui Han 1
Peter Farrell 1
Chienchung Shen 1
Xiaola Lin 1
Ajay Kshemkalyani 1
Lewis Girod 1
Fei Qin 1
Sinem Ergen 1
Zinon Zinonos 1
Aditya Yadav 1
Isaac Amundson 1
Sameer Sundresh 1
William Kaiser 1
BingHwa Cheng 1
Christopher Leckie 1
Tenhwang Lai 1
Kun Liu 1
Haoying Fu 1
Alireza Seyedi 1
Yuanchen Zhu 1
Jonathan Hui 1
Cigdem Sengul 1
Sanjay Ranka 1
Csaba Tóth 1
Matthew Wolenetz 1
Xin Gao 1
Fan Wu 1
Abbas Jamalipour 1
Dariush Ebrahimi 1
Jeremy Warner 1
Stephen Wicker 1
György Balogh 1
Sandeep Kulkarni 1
Limin Wang 1
Gyula Simon 1
Iyappan Ramachandran 1
Sumit Roy 1
Jrenchit Chin 1
Cesim Erten 1
Anand Iyer 1
Ozan Kilic 1
Gangbing Song 1
Khuong Vu 1
Flávia Delicato 1
Canfeng Chen 1
Ananth Krishnamurthy 1
George Cybenko 1
Hieukhac Le 1
Peter Lewis 1
Paul Shin 1
Avinash Kak 1
Jiuqing Wan 1
Mohamed Chehade 1
Sadaf Zahedi 1
Vasanth Rajamani 1
Hans Seidel 1
Qing Cao 1
Xiaole Bai 1
Yingying Chen 1
Lei Zhang 1
Ligang Liu 1
Justin Czarnowski 1
Yasamin Mostofi 1
Krishna Venkatasubramanian 1
Sandeep Gupta 1
Zijian Wang 1
Peter Brass 1
Xuan Liu 1
M Banks 1
Xi Xu 1
Lloyd Chua 1

Affiliation Paper Counts
Catholic University of America 1
University of Louisville 1
Sun Yat-Sen University 1
The University of Warwick 1
Shanghai Normal University 1
Technion - Israel Institute of Technology 1
Frostburg State University 1
University of Connecticut 1
University of Delaware 1
Portland State University 1
University of Pannonia 1
South China University of Technology 1
University of Tokyo 1
University of Thessaly 1
Broadcom Corporation 1
Lawrence Livermore National Laboratory 1
Zhejiang University of Technology 1
University of Exeter 1
Clemson University 1
University of Edinburgh 1
University of Szeged 1
Technical University of Madrid 1
City College of New York 1
University of Pisa 1
Kadir Has University 1
Southern Illinois University at Carbondale 1
TOBB University of Economics and Technology 1
Kent State University 1
University of Missouri-St. Louis 1
Free University of Berlin 1
California State University Los Angeles 1
University of Queensland 1
University of Patras 1
Teledyne Technologies 1
Utah State University 1
McMaster University 1
Universite de Nantes 1
University of Kuwait 1
University of Sousse 1
Gwangju Institute of Science and Technology 1
University of Sciences and Technology Houari Boumediene 1
Jiangsu University of Science and Technology 1
Berlin Museum of Natural Sciences 1
Cyprus University of Technology 1
New York Institute of Technology 1
Huawei Technologies Co., Ltd. 1
European Microsoft Innovation Center GmbH 1
University of Applied Sciences and Arts of Southern Switzerland 1
Karlsruhe Institute of Technology 1
IMDEA Institute 1
National Institute of Science and Technology 1
VMware, Inc 1
Indian Institute of Technology Bhubaneswar 1
Indraprastha Institute of Information Technology Delhi 1
INRIA Saclay 1
Chalmers University of Technology 1
Oklahoma Baptist University 1
Rochester Institute of Technology 1
McGill University 1
Bar-Ilan University 1
University of Perugia 1
Sookmyung Women's University 1
Samsung Electronics 1
Northwestern Polytechnical University China 1
Institute of High Performance Computing, Singapore 1
Southeast University China, Nanjing 1
Ruhr University of Bochum 1
University of Electronic Science and Technology of China 1
Los Alamos National Laboratory 1
MIT Computer Science and Artificial Intelligence Laboratory 1
Koc University 1
University of Western Macedonia 1
University of Missouri-Kansas City 1
Northwestern University 1
Horia Hulubei National Institute of Physics and Nuclear Engineering 1
Sandia National Laboratories, New Mexico 1
Osaka Prefecture University 1
Nanjing University of Post and TeleCommunications 1
University of Texas at Dallas 1
Lafayette College 1
Howard Hughes Medical Institute 1
King Fahd University of Petroleum and Minerals 1
University of Innsbruck 1
The University of British Columbia 1
Southwest Jiaotong University 1
Isik University 1
Donghua University 1
IBM Research 1
Brown University 1
Technical University of Berlin 1
University of Bedfordshire 1
Roma Tre University 1
Toyon Research Corporation 1
King Saud University 1
Qualcomm Incorporated 1
Czech Technical University in Prague 1
South National University 1
University of the Pacific, California 1
Texas Instruments 1
University of Southern California, Information Sciences Institute 1
Robert Bosch GmbH 1
SK 1
Sichuan University 1
Philips Research 1
Charles University in Prague 1
Academia Sinica Taiwan 1
Weizmann Institute of Science Israel 1
Hongik University 1
Universite de Technologie de Compiegne 1
NEC Laboratories America, Inc. 1
Washington State University Pullman 1
The University of North Carolina at Greensboro 1
Communications Research Centre 1
Fujian Normal University 1
Singapore Management University 1
Graz University of Technology 1
Kennesaw State University 1
University of Paderborn 1
University of Calabria 1
Federal University of Rio de Janeiro 2
Max Planck Institute for Informatics 2
University of Arkansas at Little Rock 2
University of Glasgow 2
Centre for Wireless Communications Finland 2
Universidad Carlos III de Madrid 2
Chinese University of Hong Kong 2
University of Texas at San Antonio 2
Indian Institute of Technology, Kharagpur 2
Washington State University Vancouver 2
University of Insubria 2
Federal University of Alagoas 2
Delft University of Technology 2
University of Michigan-Dearborn 2
The University of North Carolina at Charlotte 2
University of Porto 2
Vrije Universiteit Amsterdam 2
Australian National University 2
Technical University of Hamburg-Harburg 2
University of Oslo 2
Queensland University of Technology 2
RMIT University 2
Worcester Polytechnic Institute 2
Polytechnic Institute of Turin 2
Lubeck University 2
University of Windsor 2
Oregon State University 2
Adam Mickiewicz University of Poznaniu 2
University of Tsukuba 2
University of Duisburg-Essen 2
University of Washington 2
University of Stuttgart 2
University of Science and Technology of China 2
University of Birmingham 2
Wroclaw University of Technology 2
Brunel University 2
Universiti Teknologi Malaysia 2
University College London 2
Jozef Stefan Institute 2
Osaka University 2
Indian Statistical Institute, Kolkata 2
The University of North Carolina at Chapel Hill 2
Nokia 2
IBM Austin Research Laboratory 2
National University of Kaohsiung 2
University of Athens 2
Cisco Systems 2
Federal University of Minas Gerais 2
Temple University 2
University of Alberta 2
Concordia University, Montreal 2
Intel Research Laboratories 2
Ozyegin University 2
University of Padua 3
Instituto Superior de Engenharia do Porto 3
University of Siena 3
National Technical University of Athens 3
Princeton University 3
University of Illinois 3
Bogazici University 3
National Chung Cheng University 3
Birkbeck University of London 3
Seoul National University 3
University of Massachusetts System 3
University of Waterloo 3
Imperial College London 3
University of Pittsburgh 3
National University of Singapore 3
Carleton University 3
Wichita State University 3
University of South Carolina 3
Binghamton University State University of New York 3
University of Notre Dame 3
University of St Andrews 3
Telcordia Technologies, Inc. 3
Shanghai Jiaotong University 3
University Michigan Ann Arbor 3
University of Nebraska - Lincoln 3
Institute for Research in IT and Random Systems 3
Palo Alto Research Center 3
Swedish Institute of Computer Science 3
University at Buffalo, State University of New York 3
Indian Institute of Technology, Delhi 3
Intel Corporation 3
Bell Labs Research Center, India 3
Microsoft Research Asia 3
Singapore University of Technology and Design 3
Indian Institute of Technology 3
Electronics Telecommunication Research Institute 4
Iowa State University 4
Yale University 4
University of Minnesota System 4
University of Pennsylvania 4
University of California, Irvine 4
University of Bonn 4
University of Texas at Austin 4
INRIA Institut National de Rechereche en Informatique et en Automatique 4
Polytechnic Institute of Porto 4
Peking University 4
Central South University China 4
George Mason University 4
Chinese Academy of Sciences 4
Harbin Institute of Technology 4
Royal Holloway University of London 4
Naval Undersea Warfare Center Newport Beach 4
University of Maryland, Baltimore County 4
University of Utah 4
University of Sydney 4
Vrije Universiteit Brussel 4
Virginia Tech 4
Ben-Gurion University of the Negev 4
University of Ottawa, Canada 4
California Institute of Technology 4
Pontifical Catholic University of Rio de Janeiro 4
U.S. Army Research Laboratory 4
Institute for Infocomm Research, A-Star, Singapore 5
Johns Hopkins University 5
Rice University 5
Google Inc. 5
Hebrew University of Jerusalem 5
Duke University 5
Wayne State University 5
Technical University of Darmstadt 5
Georgia State University 5
University of Warsaw 5
Beihang University 5
University of Massachusetts Amherst 5
University of Tennessee, Knoxville 5
Simon Fraser University 5
Microsoft Research 5
Motorola 5
University College Cork 5
Stevens Institute of Technology 5
Northeastern University 5
University of Cambridge 5
University of Wisconsin Madison 5
Centre de Recherche sur l'Information Scientifique et Technique (CERIST) 5
University of Cyprus 5
University of Erlangen-Nuremberg 6
University of Michigan 6
Cornell University 6
Harvard University 6
IBM Thomas J. Watson Research Center 6
National Tsing Hua University 6
University of Coimbra 6
New Jersey Institute of Technology 6
Politecnico di Milano 6
Missouri University of Science and Technology 6
Swiss Federal Institute of Technology, Zurich 6
University of Illinois at Chicago 6
Carnegie Mellon University 6
Swiss Federal Institute of Technology, Lausanne 6
University of California, Riverside 6
Syracuse University 6
CSIRO Ict Centre 7
Royal Institute of Technology 7
Louisiana State University 7
Universitat Politecnica de Catalunya 7
Dartmouth College 7
University of Trento 7
The College of William and Mary 7
University of Maryland 7
Lancaster University 7
Oak Ridge National Laboratory 7
Tsinghua University 7
Microsoft 7
University of Oxford 7
University of New South Wales 7
University of Memphis 7
University of Minnesota Twin Cities 7
Korea Advanced Institute of Science & Technology 7
Eindhoven University of Technology 7
Illinois Institute of Technology 8
Arizona State University 8
City University of New York 8
University of Arizona 8
Huazhong University of Science and Technology 8
University of California, San Diego 8
University of Roma La Sapienza 8
University of Houston 9
Hong Kong University of Science and Technology 9
National Chiao Tung University Taiwan 9
City University of Hong Kong 9
Indian Institute of Science 9
University of Washington Seattle 9
Massachusetts Institute of Technology 9
University of Southampton 9
Rensselaer Polytechnic Institute 9
Rutgers, The State University of New Jersey 9
Nanjing University 9
Texas A and M University 10
National Taiwan University 11
Technical University in Braunschweig 11
University of California , Merced 12
Washington University in St. Louis 12
University of Florida 12
Boston University 12
University of Twente 12
University of Melbourne 12
University of Texas at Arlington 13
University College Dublin 13
Nanyang Technological University 13
Hong Kong Polytechnic University 13
Indian Institute of Technology, Bombay 13
University of Rochester 13
Commonwealth Scientific and Industrial Research Organization 13
Ghent University 13
Vanderbilt University 14
Pennsylvania State University 15
North Carolina State University 16
Columbia University 17
Stanford University 18
University of California, Berkeley 18
Georgia Institute of Technology 19
Zhejiang University 20
Ohio State University 24
University of California, Santa Barbara 24
University of Southern California 24
Stony Brook University 27
Purdue University 36
University of Virginia 40
Michigan State University 41
University of Illinois at Urbana-Champaign 43
University of California, Los Angeles 58
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