Integrating Sentiment Analysis on Hybrid Collaborative Filtering Method in a Big Data Environment. - P. Shanmuga Sundari; M. Subaji (Int. J. Inf. Technol. Decis. Mak., 2020)

A comparative study to recognize fake ratings in recommendation system using classification techniques. - P. Shanmuga Sundari; M. Subaji (Intell. Decis. Technol., 2021)

An Optimized Data Analysis on a Real-Time Application of PEM Fuel Cell Design by Using Machine Learning Algorithms. - Arun Saco; P. Shanmuga Sundari; Karthikeyan J; Anand Paul 001 (Algorithms, 2022)

An improved hidden behavioral pattern mining approach to enhance the performance of recommendation system in a big data environment. - P. Shanmuga Sundari; M. Subaji (J. King Saud Univ. Comput. Inf. Sci., 2022)

YOLO-SAIL: Attention-Enhanced YOLOv5 With Optimized Bi-FPN for Ship Target Detection in SAR Images. - Prabu Selvam; P. Shanmuga Sundari; M. Tamilselvi; T. Suresh; M. Murugappan; Muhammad E. H. Chowdhury (IEEE Access, 2025)

Defect detection in fused deposition modelling using lightweight convolutional neural networks. - Basil Kuriachen; Rathinaraja Jeyaraj; Deepak Raphael; P. Ashok; P. Shanmuga Sundari; Anand Paul 001 (Eng. Appl. Artif. Intell., 2025)