Semantic integration of heterogeneous relational schemas using multiple L1 linear regression and SVD. - Sandhya Harikumar; R. Reethima; M. Ramachandran Kaimal (ICDSE, 2014)

SQL-MapReduce hybrid approach towards distributed projected clustering. - Sandhya Harikumar; M. Shyju; M. Ramachandran Kaimal (ICDSE, 2014)

A Method to Induce Indicative Functional Dependencies for Relational Data Model. - Sandhya Harikumar; R. Reethima (ISI (1), 2014)

An adaptive distributed approach of a self organizing map model for document clustering using ring topology. - M. Ajeissh; Sandhya Harikumar (ICACCI, 2016)

Efficient attribute selection strategies for association rule mining in high dimensional data. - Sandhya Harikumar; Divya Usha Dilipkumar; M. Ramachandran Kaimal (Int. J. Comput. Sci. Eng., 2017)

Semi supervised approach towards subspace clustering. - Sandhya Harikumar; A. S. Akhil (J. Intell. Fuzzy Syst., 2018)

SubspaceDB : In-database subspace clustering for analytical query processing. - Sandhya Harikumar; M. Ramachandran Kaimal (Data Knowl. Eng., 2019)

A depth-based nearest neighbor algorithm for high-dimensional data classification. - Sandhya Harikumar; Akhil Aravindakshan Savithri; M. Ramachandran Kaimal (Turkish J. Electr. Eng. Comput. Sci., 2019)

Interactive Map Using Data Visualization and Machine Learning. - Sandhya Harikumar; Viveka Mannam; Chiranjeeb Mahanta; Mounika Smitha; Shazia Zaman (CIST, 2021)

Learning from YouTube Videos using Drona Extension. - Anirudh Chidambaranathan; Hariharan Krishnamoorthy; Chimakurthi N. Sai Pavan Manikanta Chandu; Sanket Khandelwal; Sandhya Harikumar (ICCCNT, 2021)

An augmented semantic search tool for multilingual news analytics. - Sandhya Harikumar; Rohit Sathyajit; Gnana Venkata Naga Sai Kalyan Karumudi (J. Intell. Fuzzy Syst., 2022)

Matrix Factorization For Augmented Deep Learning Model Generation. - Nived P. A; Sandhya Harikumar; Aditya Anil (ICMLDE, 2023)

Fetal Heart Ultrasound Image Enhancement and Anatomical Feature Recognition via GAN and GradCAM. - Sreelekshmi Saju; Sandhya Harikumar; Simi Surendran; Anisha Anil (ICCCNT, 2024)

High-Dimensional Projected Clustering for Learner Competency Analysis in Medical Training Programs. - Sandhya Harikumar; C. S. Jayamohan Pillai; V. Vani Chithra; Raghu Raman; M. Ramachandran Kaimal; Kai-Yu Tang; Prema Nedungadi (IEEE Access, 2024)

Time series models for web service activity prediction. - Kambhampati Mukta; Sandhya Harikumar (Int. J. Comput. Sci. Eng., 2024)