V
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.
Papers
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Proceedings Article
A general paradigm for A.I. search procedures
TL;DR: This paper summarizes work on a General Branch and Bound formulation which includes previous formulations as special cases and provides a unified approach to understanding most heuristic search procedures developed in A.I.
Journal Article
DDDAS/ITR: A data mining and exploration middleware for grid and distributed computing
Jon Weissman,Vipin Kumar,Varun Chandola,Eric Eilertson,Levent Ertoz,György J. Simon,Seonho Kim,Jinoh Kim +7 more
TL;DR: The Minnesota Intrusion Detection System (MINDS) as discussed by the authors uses a suite of data mining based algorithms to address different aspects of cyber security including malicious activities such as denial-of-service (DoS) traffic, worms, policy violations and inside abuse.
Proceedings ArticleDOI
Automated detection of forest cover changes
Shyam Boriah,Varun Mithal,Ashish Garg,Michael Steinbach,Vipin Kumar,Christopher Potter,Steven Klooster,Juan Carlos Castilla-Rubio +7 more
TL;DR: This paper provides a brief overview of the research on identifying changes in forest cover and describes the current state of the science on this topic.
Book ChapterDOI
High performance data mining
TL;DR: In this article, the authors describe the parallel formulations of two important data mining algorithms: discovery of association rules and induction of decision trees for classification, and briefly discuss an application of data mining to the analysis of large data sets collected by Earth observing satellites that need to be processed to better understand global scale changes in biosphere processes and patterns.