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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Book ChapterDOI
Spatio-temporal Data Mining for Climate Data: Advances, Challenges, and Opportunities
James H. Faghmous,Vipin Kumar +1 more
TL;DR: In this paper, the authors refer to spatio-temporal data mining (STDM) as a collection of methods that mine the data's spatiotemporal context to increase an algorithm's accuracy, scalability, or interpretability.
Proceedings ArticleDOI
Scalability of Parallel Algorithms for Matrix Multiplication
Anshul Gupta,Vipin Kumar +1 more
TL;DR: This paper analyzes the performance and scalability of a number of parallel formulations of the matrix multiplication algorithm and predicts the conditions under which each formulation is better than the others.
Journal ArticleDOI
Performance properties of large scale parallel systems
Anshul Gupta,Vipin Kumar +1 more
TL;DR: The impact of parallel processing overheads and the degree of concurrency of a parallel algorithm on the optimal number of processors to be used when the criterion for optimality is minimization of the parallel execution time is studied.
Clustering in a High-Dimensional Space Using Hypergraph Models
TL;DR: The proposed method for clustering of data in a high dimensional space based on a hypergraph model performed much better than traditional schemes for high dimensional data sets in terms of quality of clusters and runtime and was able to filter out noise data from the clusters very effectively without compromising the quality of the clusters.
Journal ArticleDOI
Intelligent systems for geosciences: an essential research agenda
Yolanda Gil,Suzanne A. Pierce,Hassan A. Babaie,Arindam Banerjee,Kirk Borne,Gary S. Bust,Michelle Cheatham,Imme Ebert-Uphoff,Carla P. Gomes,Mary C. Hill,John D. Horel,Leslie Hsu,James L. Kinter,Craig A. Knoblock,David M. Krum,Vipin Kumar,Pierre F. J. Lermusiaux,Yan Liu,Chris North,Victor Pankratius,Shanan E. Peters,Beth Plale,Allen Pope,Sai Ravela,Juan M. Restrepo,Aaron J. Ridley,Hanan Samet,Shashi Shekhar,Katie Skinner,Padhraic Smyth,Basil Tikoff,Lynn Yarmey,Jia Zhang +32 more
TL;DR: A research agenda for intelligent systems that will result in fundamental new capabilities for understanding the Earth system.