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
Classifying Multivariate Time Series by Learning Sequence-level Discriminative Patterns.
TL;DR: A novel neural network algorithm is proposed to learn discriminative patterns from the entire length of the time series, and use them as predictive features to identify the class of interest.
Proceedings Article
A vision for the development of benchmarks to bridge geoscience and data science
Proceedings ArticleDOI
Adaptive Heterogeneous Ensemble Learning Using the Context of Test Instances
Anuj Karpatne,Vipin Kumar +1 more
TL;DR: The Adaptive Heterogeneous Ensemble Learning (AHEL) algorithm is presented, which constructs an ensemble of classifiers in accordance with the multi-modality within the classes, and further assigns adaptive weights to classifiers based on their relevance in the context of a test scenario.
Proceedings ArticleDOI
Analyzing performance of large scale parallel systems
Alok Gupta,Vipin Kumar +1 more
TL;DR: The authors study the impact of parallel processing overhead and the degree of concurrency of a parallel algorithm on the optimal number of processors to be used when the criterion for optimality is minimizing the parallel execution time and evaluate a more general criterion of optimality.
Journal ArticleDOI
Técnicas avançadas de sensoriamento remoto aplicadas ao estudo de mudanças climáticas e ao funcionamento dos ecossistemas amazônicos
Evlyn Márcia Leão de Moraes Novo,Laerte Guimarães Ferreira,Claudio Clemente Faria Barbosa,Cláudio José Reis de Carvalho,Edson Eyji Sano,Yosio Edemir Shimabukuro,Alfreado Huete,Christopher Potter,Dar A. Roberts,Laura L. Hess,John J. Melack,Hiroki Yoshioka,Steven Klooster,Vipin Kumar,Ranga B. Myneni,P. Ratana,Kamel Didan,Tomoaki Miura +17 more
TL;DR: Key advances in the remote sensing science are summarized in this article, which is particularly focused on information that would not be possible to be retrieved without the concurrence of this technology.