Enhancing Top-N Recommendation Using Stacked Autoencoder in Context-Aware Recommender System. - Shanmugasundaram Abinaya; M. K. Kavitha Devi (Neural Process. Lett., 2021)

Enhancing Context-Aware Recommendation Using Hesitant Fuzzy Item Clustering by Stacked Autoencoder Based Smoothing Technique. - Shanmugasundaram Abinaya; M. K. Kavitha Devi; A. Sherly Alphonse (Int. J. Uncertain. Fuzziness Knowl. Based Syst., 2022)

Cascading Autoencoder With Attention Residual U-Net for Multi-Class Plant Leaf Disease Segmentation and Classification. - Shanmugasundaram Abinaya; Kandagatla Uttej Kumar; A. Sherly Alphonse (IEEE Access, 2023)

Enhancing Context-Aware Recommendation Using Trust-Based Contextual Attentive Autoencoder. - Shanmugasundaram Abinaya; A. Sherly Alphonse; S. Abirami; M. K. Kavitha Devi (Neural Process. Lett., 2023)

Alibaba and forty thieves algorithm and novel Prioritized Prewitt Pattern(PPP)-based convolutional neural network (CNN) using hyperspherically compressed weights for facial emotion recognition. - A. Sherly Alphonse; Shanmugasundaram Abinaya; S. Abirami (J. Vis. Commun. Image Represent., 2023)

Enhanced Image Captioning Using Bahdanau Attention Mechanism and Heuristic Beam Search Algorithm. - Shanmugasundaram Abinaya; Mandava Deepak; A. Sherly Alphonse (IEEE Access, 2024)

Pain assessment from facial expression images utilizing Statistical Frei-Chen Mask (SFCM)-based features and DenseNet. - A. Sherly Alphonse; Shanmugasundaram Abinaya; Nishant Kumar (J. Cloud Comput., 2024)

Enhanced prediction of agricultural CO2 emission using ensemble machine learning-based imputation approach. - M. Sathya Thendral; Shanmugasundaram Abinaya; M. K. Kavitha Devi (Neural Comput. Appl., 2024)

Enhanced Emotion-Aware Conversational Agent: Analyzing User Behavioral Status for Tailored Reponses in Chatbot Interactions. - Shanmugasundaram Abinaya; K. S. Ashwin; A. Sherly Alphonse (IEEE Access, 2025)

Enhanced Detection of Hand Gestures From sEMG Signals Using Stacking Ensemble With Particle Swarm Optimization and Meta-Classifier. - Umesh Chandra Sakinala; Shanmugasundaram Abinaya (IEEE Access, 2025)