1 publication

• 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 →