2 publications

• Published Subscription Original Research Special issue 24 Oct 2025

  Real-time Emotion-aware AI Counseling System with Memory Retention Polymer Composites

  By M.Sowmiya, K. Aakash, G.A. Hariharan, V. Chithambaram, A.B Hajira Be

  Abstract: The availability of mental health services is still a major barrier, with many individuals constrained by financial limitations, social stigma, and a shortage of accessible counselors. This work introduces an emotion-aware AI counselor designed to provide empathetic and personalized emotional support via voice-based interfaces. The system leverages Natural Language Processing (NLP) and sentiment analysis to detect emotional cues from speech and generate contextually appropriate, comforting responses. A key innovation is …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 1, 2026 · pp. 1395–1407 Read article →

• Published Subscription Original Research 16 Oct 2025

  Record Linkage in Knowledge Discovery Process Using Angle Based Machine Learning

  By A.Sairam, D. Sasikumar, V. Chithambaram, R. Sendhilkumar, A.B Hajira Be

  Abstract: Record linkage is a critical data cleansing step in the knowledge discovery process, aimed at identifying and resolving inconsistencies across datasets. This study proposes an enhanced record linkage framework tailored for uncertain and large-scale data using a combination of distance measurement, probabilistic modeling, and semantic reasoning. A novel angle-based distance measurement technique is introduced to optimize matching between candidate records. To further boost match accuracy, a Finite Mixture Model (FMM) …

  Published in Journal of Polymer & Composites · Vol. 14, Issue 1, 2026 · pp. 1157–1170 Read article →