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

Journals (6)

1 X. Lu, H. Shi, R. Biswas, M. H. Javed, and DK 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 DK 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 DK 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 DK 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 DK 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 DK 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 DK 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 (72)

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72

Ph.D. Disserations (4)

1 D. Shankar, Designing Fast, Resilient and Heterogeneity-Aware Key-Value Storage for Modern HPC Clusters, Jul 2019
2 N. Islam, High-Performance File System and I/O Middleware Design for Big Data on HPC Clusters, Nov 2016
3 M. W. Rahman, Designing and Modeling High-Performance MapReduce and DAG Execution Framework on Modern HPC Systems, Nov 2016
4 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