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Vipin Kumar

Researcher at University of Minnesota

Publications -  678
Citations -  67181

Vipin Kumar is an academic researcher from University of Minnesota. The author has contributed to research in topics: Parallel algorithm & Computer science. The author has an hindex of 95, co-authored 614 publications receiving 59034 citations. Previous affiliations of Vipin Kumar include University of Maryland, College Park & United States Department of the Army.

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Application of An Ontology for Characterizing Data Quality For a Secondary Use of EHR Data.

TL;DR: Automating the data quality assessment process using this method can enable sharing of data quality metrics that may aid in making research results that use EHR data more transparent and reproducible.
Proceedings ArticleDOI

A Parameter-Free Spatio-Temporal Pattern Mining Model to Catalog Global Ocean Dynamics

TL;DR: This paper introduces a parameter-free pattern mining application that is able to identify dynamic anomalies in ocean data, known as ocean eddies, and provides one of the first quantitative analyses of the performance of the most used monitoring algorithms.
Proceedings ArticleDOI

Association analysis-based transformations for protein interaction networks: a function prediction case study

TL;DR: Experimental evaluation on several protein interaction data sets show that hyperclique-based transformations enhance the performance of standard function prediction algorithms significantly, and thus have merit.

Data Mining for the Discovery of Ocean Climate Indices

TL;DR: The use of data mining to discover Ocean Climate Indices (OCIs) is described and a shared nearest neighbor (SNN) clustering algorithm is applied to cluster the pressure and temperature time series associated with points on the ocean, yielding clusters that represent ocean regions with relatively homogeneous behavior.