Publications
“The joy of discovery is certainly the liveliest that the mind of man can ever feel”
- Claude Bernard -
Featured Papers







Conference/Workshops
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HarpGBDT: Optimizing Gradient Boosting Decision Tree for Parallel Efficiency
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Anomaly Detection over Streaming Data: Indy500 case study
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Performance Characterization of Multi-threaded Graph Processing Applications on Many-Integrated-Core Architecture
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Books
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Jan 2019 High-Performance Massive Subgraph Counting using Pipelined Adaptive Group Communication
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Parallelizing Big Data Machine Learning
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Scalable Query and Analysis for Social Networks: An Integrated High-Level Dataflow System with Pig and Harp

Media Coverage
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Harp-DAAL Raises Hadoop Platform to Knights Landing Height, an article on The Next Platform.
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Twister4Azure is first project listed in Cloud Research Projects of Microsoft Research
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Twister is listed in Microsoft’s Research Project Daytona
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Invited Talks
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Real-Time Anomaly Detection from Edge to HPC-Cloud, Big Data and Extreme-Scale Computing 2 Workshop (BDEC2)
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High-Performance AI: A View from Systems and Frameworks
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High-Performance Big Data Computing with Harp-DAAL

Journals
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Finding and counting tree-like subgraphs using MapReduce
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Scalable Parallel Computing on Clouds Using Twister4Azure Iterative MapReduce
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Interpolative multidimensional scaling techniques for the identification of clusters in very large sequence sets

Other Publications
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Harp-DAAL for High Performance Big Data Computing, Intel Magazine
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Editorial for Special Issue for Emerging Computational Methods for the Life Sciences Workshop 2012
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Generalizing MapReduce as a Unified Cloud and HPC Runtime

Contact Information

School of Data Science
Office:
Tel (434)297-5916
Dell Building 1
31 Bonnycastle Drive
P.O. Box 400249
Charlottesville, IN 22904