Jialin Liu
Jialin Liu
Sunmi US Inc
Verified email at sunmi.com - Homepage
TitleCited byYear
Matrix Factorization at Scale: a Comparison of Scientific Data Analytics in Spark and C+ MPI Using Three Case Studies
A Gittens, A Devarakonda, E Racah, M Ringenburg, L Gerhardt, ...
IEEE Big Data, 2016
502016
Hierarchical I/O Scheduling for Collective I/O
J Liu, Y Chen, Y Zhuang
Cluster, Cloud and Grid Computing (CCGrid), 2013 13th IEEE/ACM International …, 2013
272013
H5Spark: Bridging the I/O Gap between Spark and Scientific Data Formats on HPC Systems
J Liu, E Racah, Q Koziol, RS Canon, A Gittens, L Gerhardt, S Byna, ...
Cray User Group, 2016
202016
Locality-driven High-level I/O Aggregation for Processing Scientific Datasets
J Liu, B Crysler, Y Lu, Y Chen
Big Data'13, 2013 IEEE International Conference on Big Data, 103-111, 2013
192013
Improving data analysis performance for high-performance computing with integrating statistical metadata in scientific datasets
J Liu, Y Chen
2012 SC Companion: High Performance Computing, Networking Storage and …, 2012
182012
Segmented Analysis for Reducing Data Movement
J Liu, S Byna, Y Chen
Big Data'13, 2013 IEEE International Conference on Big Data, 344-349, 2013
162013
Hierarchical collective i/o scheduling for high-performance computing
J Liu, Y Zhuang, Y Chen
Big Data Research 2 (3), 117-126, 2015
142015
ArrayUDF: User-Defined Scientific Data Analysis on Arrays
B Dong, K Wu, S Byna, J Liu, W Zhao, F Rusu
HPDC, 2017
132017
PANDA: Extreme Scale Parallel K-Nearest Neighbor on Distributed Architectures
MMA Patwary, NR Satish, N Sundaram, J Liu, P Sadowski, E Racah, ...
30th IEEE International Parallel & Distributed Processing Symposium (IPDPS'16), 2016
132016
SoMeta: Scalable Object-centric Metadata Management for High Performance Computing
HJ Tang, S Byna, B Dong, JLLQ Koziol
Cluster 2017, 2017
112017
Model-driven Data Layout Selection for Improving Read Performance
J Liu, S Byna, B Dong, K Wu, Y Chen
IPDPS'14, The 2014 International Workshop on High Performance Data Intensive …, 2014
102014
Fast Data Analysis with Integrated Statistical Metadata in Scientific Datasets
J Liu, Y Chen
Cluster Computing (CLUSTER), 2013 IEEE International Conference on, 1-8, 2013
92013
Toward Scalable and Asynchronous Object-centric Data Management for HPC
H Tang, S Byna, F Tessier, T Wang, B Dong, J Mu, Q Koziol, J Soumagne, ...
Cluster, Cloud and Grid Computing (CCGrid), 2018 18th IEEE/ACM International …, 2018
82018
In-advance Data Analytics for Reducing Time to Discovery
J Liu, Y Lu, Y Chen
IEEE BigData 2014, 2014
82014
Etalumis: bringing probabilistic programming to scientific simulators at scale
AG Baydin, L Shao, W Bhimji, L Heinrich, L Meadows, J Liu, A Munk, ...
Proceedings of the International Conference for High Performance Computing …, 2019
62019
Efficient probabilistic inference in the quest for physics beyond the standard model
AG Baydin, L Shao, W Bhimji, L Heinrich, S Naderiparizi, A Munk, J Liu, ...
Advances in Neural Information Processing Systems, 5460-5473, 2019
62019
Extreme I/O on HPC for HEP using the Burst Buffer at NERSC
W Bhimji, D Paul, M Fasel, L Gerhardt, B Friesen, J Porter, V Tsulaia, ...
J. Phys. Conf. Ser. 898, 082015, 2017
62017
Collective computing for scientific big data analysis
J Liu, Y Chen, S Byna
2015 44th International Conference on Parallel Processing Workshops, 129-137, 2015
62015
Storage 2020: A Vision for the Future of HPC Storage
GK Lockwood, D Hazen, Q Koziol, S Canon, K Antypas, J Balewski, ...
52017
Collective Input/Output under Memory Constraints
Y Lu, Y Chen, Y Zhuang, J Liu, R Thakur
International Journal of High Performance Computing Applications …, 2014
52014
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Articles 1–20