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IEEE BigData 2013 Main Conference
1. Big Data Foundations
Regular Papers:
BigD244 "On-Line Learning Gossip Algorithm in Multi-Agent Systems
with Local Decision Rules"
Stephan Clemencon, Pascal Bianchi, Gemma Morral, and Jeremie Jakubowicz
BigD342 "Labeled $N$-gram Topic Model"
Noriaki Kawamae
BigD358 "Communication Efficient Algorithms for Fundamental Big Data
Problems"
Peter Sanders, Ingo Müller, and Sebastian Schlag
BigD399 "Map-Based Graph Analysis on MapReduce"
Upa Gupta and Leonidas Fegaras
Short Papers:
BigD216 "P-DOT: A Model of Computation for Big Data"
Tao Luo, Yin Liao, Yunquan Zhang, and Guoliang Chen
BigD229 "Transparent Composite Model For Large Scale Image/Video Processing"
Enhui Yang and Xiang Yu
BigD319 "Elastic Algorithms for Guaranteeing Quality Monotonicity in Big
Data Mining"
Rui Han, Lei Nie, Moustafa M. Ghanem, and Yike Guo
2. Big Data Infrastructure
Regular Papers:
BigD279 "HFSP: Size-based Scheduling for Hadoop"
Mario Pastorelli, Antonio Barbuzzi, Damiano Carra, Matteo Dell'Amico, and
Pietro Michiardi
BigD314 "An Evaluation Study of BigData Frameworks for Graph Processing"
Benedikt Elser and Alberto Montresor
BigD331 "Storing and manipulating environmental big data with JASMIN"
Bryan Lawrence, Victoria Bennett, Jonathan Churchill, Martin Juckes, Philip
Kershaw, Stephen Pascoe, Sam Pepler, Matt Pritchard, and Ag Stephens
BigD345 "Efficient Gear-shifting for a Power-proportional Distributed
Data-placement Method"
Hieu Hanh Le, Satoshi Hikida, and Haruo Yokota
BigD354 "Agrios: A Hybrid Approach to Big Array Analytics"
Patrick Leyshock, David Maier, and Kristin Tufte
BigD413 "Building a Generic Platform for Big Sensor Data Application"
Chun-Hsiang Lee, David Birch, Chao Wu, Dilshan Silva, Orestis Tsinalis, Yang
Li, Shulin Yan, Moustafa Ghanem, and Yike Guo
BigD455 "Locality-driven High-level I/O Aggregation for Processing
Scientific Datasets"
Jialin Liu, Bradly Crysler, and Yong Chen
Short Papers:
BigD215 "clusiVAT: A Mixed Visual/Numerical Clustering Algorithm
for Big Data"
Dheeraj Kumar, James Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami,
Christopher Leckie, and Timothy Havens
BigD225 "Hardware acceleration of Hadoop MapReduce"
Toshimori Honjo and Kazuki Oikawa
BigD285 "Optimizing the MapReduce Framework on Intel Xeon Phi Coprocessor"
Mian Lu, Lei Zhang, Huynh Phung Huynh, Zhongliang Ong, Yun Liang, Bingsheng
He, Rick Siow Mong Goh, and Richard Huynh
BigD287 "On the Performance and Energy Efficiency of Hadoop Deployment
Models"
Eugen Feller, Lavanya Ramakrishnan, and Christine Morin
BigD289 "Optimizing Throughput on Guaranteed-Bandwidth WAN Networks for the
Large Synoptic Survey Telescope (LSST)"
Mike Freemon
BigD298 "Feliss: Flexible distributed computing framework with light-weight
checkpointing"
Takuya Araki, Kazuyo Narita, and Hiroshi Tamano
BigD339 "Algebraic Dataflows for Big Data Analysis"
Jonas Dias, Eduardo Ogasawara, Daniel de Oliveira, Fabio Porto, Patrick
Valduriez, and Marta Mattoso
BigD355 "Scalable and Robust Key Group Size Estimation For Reducer Load
Balancing in MapReduce"
Wei Yan, Yuan Xue, and Bradley Malin
BigD359 "Robot: An Efficient Model For Big Data Storage Systems Based On
Erasure Coding"
Chao Yin, Jianzong Wang, Changsheng Xie, Jiguang Wan, and Changlin Long
BigD360 "Multilevel Active Storage for Big Data Applications in High
Performance Computing"
Chao Chen and Yong Chen
BigD363 "GPU Accelerated Item-Based Collaborative Filtering for Big-Data
Applications"
Chandima HewaNadungodage, Yuni Xia, John Lee, Myungcheol Lee, and Choon Seo
Park
BigD390 "GPU-Accelerated Adaptive Compression Framework for Genomics Data"
3. Big Data Management
Regular Papers:
BigD217 "Iteration Aware Prefetching For Unstructured Grids"
Oyindamola Akande and Philip Rhodes
BigD245 "Measuring Inter-Site Engagement"
Elad Yom-Tov, Mounia Lalmas, Ricardo Baeza-Yates, Georges Dupret, Janette
Lehmann, and Pinar Donmez
BigD249 "A Selective Checkpointing Mechanism for Query Plans in a Parallel
Database System"
Ting Chen and Kenjiro Taura
BigD253 "CORE: Cross-Object Redundancy for Efficient Data Repair in Storage
Systems"
Kyumars Sheykh Esmaili, Lluis PamiesJuarez, and Anwitaman Datta
BigD270 "H2RDF+: High-performance Distributed Joins over Large-scale RDF
Graphs"
Nikolaos Papailiou, Ioannis Konstantinou, Dimitrios Tsoumakos, Panagiotis
Karras, and Nectarios Koziris
BigD312 "Direct QR factorizations for tall-and-skinny matrices in MapReduce
architectures"
Austin Benson, David Gleich, and James Demmel
BigD338 "Adaptive File Management for Scientific Workflows on the Azure
Cloud"
Radu Tudoran, Alexandru Costan, Ramin Rad Rezai, Goetz Brasche, and Gabriel
Antoniu
BigD407 "Model-View Sensor Data Management in the Cloud"
Tian Guo, Thanasis G. Papaioannou, and Karl Aberer
BigD423 "Spatio-temporal Indexing in Non-relational Distributed Databases"
Anthony Fox, Chris Eichelberger, James Hughes, and Skylar Lyon
Short Papers:
BigD243 "Scientific Discovery through Weighted Sampling"
Lefteris Sidirourgos, Martin Kersten, and Peter Boncz
BigD278 "Scalable Data Citation in Dynamic, Large Databases: Model and
Reference Implementation"
Stefan Pröll and Andreas Rauber
BigD294 "On the Use of Shared Storage in Shared-Nothing Environments"
Krishnaraj Ravindranathan, Aleksander Khasymski, Guanying Wang, Ali Butt,
and Gaurav Makkar
BigD344 "Self-Adaptive Event Recognition for Intelligent Transport
Management"
Alexander Artikis, Matthias Weidlich, Avigdor Gal, Vana Kalogeraki, and
Dimitrios Gunopoulos
BigD365 "Improving Floating Point Compression through Binary Masks"
Leonardo Bautista Gomez and Franck Cappello
BigD373 "Using Pattern-Models to Guide SSD Deployment for Big Data in HPC
systems"
Junjie Chen, Yong Chen, and Philip C. Roth
BigD375 "Robust Crowdsourced Learning"
Zhiquan Liu, Luo Luo, and Wu-Jun Li
BigD384 "imGraph: A distributed in-memory graph database"
Salim Jouili and Aldemar Reynaga
BigD445 "Segmented Analysis for Reducing Data Movement"
Jialin Liu, Surendra Byna, and Yong Chen
BigD447 "Knowledge Cubes - A Proposal for Scalable and Semantically-Guided
Management of Big Data"
Amgad Madkour, Walid Aref, and Saleh Basalamah
4. Big Data Search and Mining
Regular Papers:
BigD211 "Continuous Hyperparameter Optimization for Large-scale Recommender
Systems"
Simon Chan, Philip Treleaven, and Licia Capra
BigD220 "4S: Scalable Subspace Search Scheme"
Hoang Vu Nguyen, Emmanuel Müller, and Klemens Böhm
BigD254 "Computing Betweenness Centrality in External Memory"
Lars Arge, Michael Goodrich, and Freek van Walderveen
BigD260 "A Parallel Computing Platform for Training Large Scale Neural
Networks"
Rong Gu, Furao Shen, and Yihua Huang
BigD267 "Self-Tuned Kernel Spectral Clustering for Large Scale Networks"
Raghvendra Mall, Rocco Langone, and Johan Suykens
BigD282 "NUMA-optimized Parallel Breadth-first Search on Multicore
Single-node System"
Yuichiro Yasui, Katsuki Fujisawa, and Kazushige Goto
BigD315 "A Distributed Vertex-Centric Approach for Pattern Matching in
Massive Graphs"
Arash Fard, M. Usman Nisar, Lakshmish Ramaswamy, John A. Miller, and Matthew
Saltz
BigD318 "Fast Scalable Selection Algorithms for Large Scale Data"
Lee Thompson, Weijia Xu, and Daniel Miranker
BigD330 "An NML-based Model Selection Criterion for General Relational Data
Modeling"
Yoshiki Sakai and Kenji Yamanishi
BigD334 "Parallel Matrix Factorization for Binary Response"
Rajiv Khanna, Liang Zhang, Deepak Agarwal, and Bee-Chung Chen
BigD400 "CallCab: A Unified Recommendation System for Carpooling and Regular
Taxicab Services"
Desheng Zhang and Tian He
BigD403 "Top-K aggregation over a Large Graph Using Shared-Nothing Systems"
Abhirup Chakraborty
BigD410 "Distributed Confidence-Weighted Classification on MapReduce"
Nemanja Djuric, Mihajlo Grbovic, and Slobodan Vucetic
BigD411 "Scalable Context-Aware Role Mining with MapReduce"
Zhiwei Yu, Raymond Wong, and Chi-Hung Chi
Short Papers:
BigD212 "Elver: Recommending Facebook Pages in Cold Start Situation Without
Content Features"
Yusheng Xie, Alok Choudhary, Zhengzhang Chen, and Ankit Agrawal
BigD233 "Massively Scalable Near Duplicate Detection in Streams of Documents
using MDSH"
Paul Bogen, Christopher Symons, Amber McKenzie, Robert Patton, and Rob
Gillen
BigD241 "Incremental Algorithms for Network Management and Analysis based on
Closeness Centrality"
Ahmet Erdem Sariyuce, Kamer Kaya, Erik Saule, and Umit V. Catalyurek
BigD247 "Classification of Big Velocity Data via Cross-Domain Canonical
Correlation Analysis"
Bo Zhang and Zhongzhi Shi
BigD248 "A Distributed Tree Data Structure For Real-Time OLAP On Cloud
Architectures"
Frank Dehne, Quan Kong, Andrew Rau-Chaplin, Hamidreza Zaboli, and Rebecca
Zhou
BigD284 "DL-MPI: Enabling Data Locality Computation for MPI-based
Data-Intensive Applications"
Jiangling Yin, Andrew Foran, and Jun Wang
BigD297 "Sparse Poisson Coding for High Dimensional Document Clustering"
Chenxia Wu, Haiqin Yang, Jianke Zhu, Jiemi Zhang, Irwin King, and Michael R.
Lyu
BigD308 "Fast OLAP Query Execution in Main Memory on Large Data in a
Cluster"
Martin Weidner, Jonathan Dees, and Peter Sanders
BigD323 "Group-Scheme: A Universal SIMD-based Compression Scheme"
Xudong Zhang, Xin Zhao, Dongdong Shan, and Hongfei Yan
BigD335 "Efficient Large Graph Pattern Mining for Big Data in the Cloud"
Chun-Chieh Chen, Kuan-Wei Lee, Chih-Chieh Chang, De-Nian Yang, and Ming-Syan
Chen
BigD350 "A Streaming Partitioning Approach to Processing Large Scale
Distributed Graph Datasets"
Rui Wang and Kenneth Chiu
BigD361 "Scalable Distributed Event Detection for Twitter"
Richard McCreadie, Craig Macdonald, Iadh Ounis, Miles Osborne, and Sasa
Petrovic
BigD366 "Analysis of GSM calls data for understanding user mobility
behavior"
Chiara Renso, Barbara Furletti, Lorenzo Gabrielli, and Salvatore Rinzivillo
BigD402 "Personalizing Search: A Case for Scaling Concurrency in
Multi-Tenant Semantic Web Search Systems over Large RDF Datasets"
HAIZHOU FU, Hyeongsik Kim, and Kemafor Anyanwu
BigD417 "A Hypergraph-Partitioned Vertex Programming Approach for
Large-scale Consensus Optimization"
Hui Miao, Xiangyang Liu, Bert Huang, and Lise Getoor
BigD448 "A Higher-Order Data Flow Model for Heterogeneous Big Data"
Simon Price and Peter Flach
BigD465 "Parallel Subgroup Discovery on Computing Clusters -- First Results"
Daniel Trabold and Henrik Grosskreutz
5. Big Data Security & Privacy
Regular Papers:
BigD269 "DP-WHERE: Differentially Private Modeling of Human Mobility"
Darakhshan Mir, Sibren Isaacman, Ramón Cáceres, Margaret Martonosi, and
Rebecca Wright
BigD305 "Malicious URLs Filtering - A Big Data Application"
Min-Sheng Lin, Chien-Yi Chiu, Yuh-Jye Lee, and Hsing-Kuo Pao
BigD328 "Zero-Knowledge Private Graph Summarization"
Maryam Shoaran, Alex Thomo, and Jens Weber
Short Papers:
BigD230 "Scalable Network Traffic Visualization Using Compressed Graphs"
Lei Shi, Qi Liao, and Xiaohua Sun
BigD391 "Breaking the Arc: RIsk Control for Big Data"
Duncan Hodges and Sadie Creese
6. Big Data Applications
Regular Papers:
BigD288 "The BTWorld Use Case for Big Data Analytics: Description, MapReduce
Logical Workflow, and Empirical Evaluation"
Tim Hegeman, Bogdan Ghi?, Mihai Capota, Jan Hidders, Dick Epema, and
Alexandru Iosup
BigD311 "Modeling Heterogeneous Time Series Dynamics to Profile Big Sensor
Data in Complex Physical Systems"
Bin Liu, Haifeng Chen, Abhishek Sharma, Guofei Jiang, and Hui Xiong
BigD332 "Efficiently Extracting Frequent Subgraphs using MapReduce"
Wei Lu, Gang Chen, Anthony Tung, and Feng Zhao
BigD341 "Explaining the Product Range Effect in Purchase Data"
Diego Pennacchioli, Michele Coscia, Salvatore Rinzivillo, Dino Pedreschi,
and Fosca Giannotti
BigD353 "Large-scale Predictive Analytics for Real Time Energy Management"
Natasha Balac, Tamara Sipes, Nicole Wolter, Kenneth Nunes, Robert Sinkovits,
and Homa Karimabadi
BigD372 "Parallel Deterministic Annealing Clustering and its Application to
LC-MS Data Analysis"
Geoffrey Fox, D. R. Mani, and Saumyadipta Pyne
BigD378 "Terabyte-scale image similarity search: experience and best
practice"
Diana Moise, Denis Shestakov, Gylfi Gudmundsson, and Laurent Amsaleg
BigD437 "Demand Response Targeting Using Big Data Analytics"
Jungsuk Kwac and Ram Rajagopal
Short Papers:
BigD238 "Predicting flight arrival times with a multistage model"
Gabor Takacs
BigD252 "HIG – An In-memory Database Platform Enabling Real-time Analyses of
Genome Data"
Matthieu-P. Schapranow and Hasso Plattner
BigD266 "Real-time streaming mobility analytics"
Andras Garzo, Csaba Sidlo, Daniel Tahara, Erik Wyatt, and Andras Bencur
BigD320 "QuPARA: Query-Driven Large-Scale Portfolio Aggregate Risk Analysis
on MapReduce"
Andrew Rau-Chaplin, Blesson Varghese, Duane Wilson, Zhimin Yao, and Norbert
Zeh
BigD405 "Constructing User Profiles from Social Media Data"
Mauricio Hernandez, Kirsten Hildrum, Prateek Jain, Chitra Venkatramani,
Rohit Wagle, Bogdan Alexe, and Ioana Roxana Stanoi
BigD431 "CloudRS: An Error Correction Algorithm of High-Throughput
Sequencing Data based on Scalable Framework"
Chien-Chih Chen, Yu-Jung Chang, Wei-Chun Chung, Der-Tsai Lee, and Jan-Ming
Ho
BigD444 "Building dynamic thermal profiles of energy consumption for
individuals and neighborhoods"
Adrian Albert and Ram Rajagopal
Industry and Government Program
N203 |
Peter
Bajcsy, Antoine Vandecreme, Julien Amelot,
Phuong Nguyen, Joe Chalfoun, and Mary Brady,
Terabyte-sized Image Computations on Hadoop
Cluster Platforms |
N206 |
Ron Begleiter, Yuval Elovici, Yona
Hollander, Ori Mendelson, Lior Rokach, and
Roi Saltzman, A Fast and Scalable Method for
Threat Detection in Large-scale DNS Logs |
N207 |
Matthew
Hayes and Sam Shah, Hourglass: a Library for
Incremental Processing on Hadoop |
N209 |
Qi Guo, Yan Li, Tao Liu, Kun Wang, Guancheng
Chen, Xiaoming Bao, and Wentao Tang,
Correlation-based Performance Analysis for
Full-System MapReduce Optimization |
N217 |
Mihajlo Grbovic, Jon Malkin, and Hirakendu
Das, Large Scale Ad Latency Analysis |
N218 |
Alessandro Morari, Vito Giovanni Castellana,
Oreste Villa, David Haglin, John Feo, Jesse
Weaver, and Antonino Tumeo, Accelerating
semantic graph databases on commodity
clusters |
N219 |
Peter Lubell-Doughtie and Jon Sondag,
Practical Distributed Classification using
the Alternating Direction Method of
Multipliers Algorithm |
N225 |
Varun
Sharma, Scaling Deep Social Feeds at
Pinterest |
N226 |
Thibaud
Chardonnens, Philippe Cudre-Mauroux, Martin
Grund, and Benoit Perroud, Big Data
Analytics on High Velocity Streams: A Case
Study |
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