Academic Profile

She is working as associate professor in department of Applied Science, School of Engineering and Technology, Manav Rachna International Institute of Research and Studies, Faridabad, Haryana, India. She has got young scientist award in an international conference for best paper presentation in 2007 and awarded her doctorate in 2009 from Dayalbagh Educational Institute, Deemed University, Agra, UP,India. She has more than 17 years of teaching experience of graduates and postgraduates. She has more than 45 research articles in various national and international journals of repute and conference proceedings. She has four research books published to her account and five chapters in edited books. Her areas of interest are Mathematical modeling, Fixed point Theory and Machine Learning.

Editorial Roles

No Editorial Roles

This user currently does not serve as an editor for any ICCK journals.

ICCK Publications

Total Publications: 1
Free Access | Research Article | 06 January 2026
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 gives instructions based on the experiences made 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 and Renyis information-theoretic measures. Some gaps have been identified in this research work, and useful findings have been proved with generalized information-theoretic measures of Renyis as Tsallis entropy of order $\alpha$ and Kapur entropy of order $\alpha$ and type $\beta$ using the Parzen-Rosenblatt window. This work explored the problem of constructing... More >

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