ICCK

Vijay Kumar

Manav Rachna International Institute of Research and Studies, Faridabad, Haryana 121010, India

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Academic Profile

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ICCK Publications

Free Access | Research Article | 06 January 2026 | Cited: Crossref logo  4 , Scopus 4
Adaptive Learning Density Estimators for Tsallis Entropy and Kapur Entropy with Applications in System Training
ICCK Transactions on Machine Intelligence | Volume 2, Issue 1: 12-27, 2026 | DOI: 10.62762/TMI.2025.317970
Abstract
Adaptation learning is a data-driven technique that adjusts its behavior based on the experience gained during data analysis. It plays an integral role in providing engineering solutions based on specific needs. Researchers have used the second-order statistics criterion for decades to conceptualize the optimality criteria using Shannon's and Rényi’s information-theoretic measures. Some gaps have been identified in this research work, and useful findings have been established using generalized information-theoretic measures, namely Tsallis entropy of order $\alpha$ and Kapur entropy of order $\alpha$ and type $\beta$, via the Parzen--Rosenblatt window. This work explores the problem of co... More >

Graphical Abstract
Adaptive Learning Density Estimators for Tsallis Entropy and Kapur Entropy with Applications in System Training