Praveen Venkatesh

Reduction of Dimensionality in Structured Data Sets on Clustering Efficiency in Data Mining

2017

In structured data identifying and selection of feature will acquire well-matched results, which produce from the subset of most useful features from the novel complete set of features. From the points of effectiveness and efficacy …

Partial Information Decomposition via Deficiency for Multivariate Gaussians

2022 · 2022 IEEE International Symposium on Information Theory (ISIT)

Bivariate partial information decompositions (PIDs) characterize how the information in a "message" random variable is decomposed between two "constituent" random variables in terms of unique, redundant and synergistic information components. These components are a function …