This page lists the various publications authored by the HiBD research group.

Journals (6)

1 X. Lu, H. Shi, R. Biswas, H. Javed, and D. K. Panda, DLoBD: A Comprehensive Study of Deep Learning over Big Data Stacks on HPC Clusters , IEEE Transactions on Multi-Scale Computing Systems , Jun 2018.
2 M. W. Rahman, N. Islam, X. Lu, D. Shankar, and D. K. Panda, MR-Advisor: A Comprehensive Tuning, Profiling, and Prediction Tool for MapReduce Execution Frameworks on HPC Clusters , Journal of Parallel and Distributed Computing (JPDC) , Nov 2017.
3 X. Lu, D. Shankar, and D. K. Panda, Scalable and Distributed Key-Value Store-based Data Management Using RDMA-Memcached , "IEEE Data Engineering Bulletin (DEBull), Volume 40", Bulletin of the Technical Committee on Data Engineering (TCDE), (Invited Paper) , Mar 2017.
4 M. W. Rahman, N. Islam, X. Lu, and D. K. Panda, A Comprehensive Study of MapReduce over Lustre for Intermediate Data Placement and Shuffle Strategies on HPC Clusters , IEEE Transactions on Parallel and Distributed Systems , Jul 2016.
5 D. Shankar, X. Lu, M. W. Rahman, N. Islam, and D. K. Panda, Characterizing and benchmarking stand-alone Hadoop MapReduce on modern HPC clusters , The Journal of Supercomputing - Springer , Jun 2016.
6 N. Islam, X. Lu, M. W. Rahman, J. Jose, and D. K. Panda, A Micro-Benchmark Suite for Evaluating HDFS Operations on Modern Clusters , Special Issue of LNCS on papers from WBDB '12 Workshop , May 2012.

Book Chapter (1)

1 X. Lu, M. W. Rahman, N. Islam, D. Shankar, and D. K. Panda, Accelerating Big Data Processing on Modern HPC Clusters , Book "Conquering Big Data with High Performance Computing", Edited by Ritu Arora - Springer International Publishing (Invited Book Chapter) , Jul 2016.

Conferences & Workshops (52)

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Ph.D. Disserations (3)

1 N. Islam, High-Performance File System and I/O Middleware Design for Big Data on HPC Clusters, Nov 2016
2 M. W. Rahman, Designing and Modeling High-Performance MapReduce and DAG Execution Framework on Modern HPC Systems, Nov 2016
3 J. Jose, Designing High Performance and Scalable Unified Communication Runtime (UCR) for HPC and Big Data Middleware, Aug 2014

M.S. Thesis (2)

1 R. Biswas, Benchmarking and Accelerating TensorFlow-based Deep Learning on Modern HPC Systems, Jul 2018
2 K. Kulkarni, Performance Characterization and Improvements of SQL-on-Hadoop Systems, Aug 2016