Artificial Intelligence and Data Science

Journal Publications:

• Ms. J. Christina, HOD & AP/AI&DS, has published an article titled “Attention Based Rewards in LSTM for Detection of Stimming Behaviour in Autistic Children” in the Egyptian Informatics Journal (SCI, Q1, ScienceDirect), Volume 32, December 2025, Article No. 100822.

• Ms. J. Christina, HOD & AP/AI&DS, has published an article titled “Contextual Multi-Head Transformer with Uncertainty-Aware Distillation for Emotion Recognition in Autistic Children” in the Arabian Journal for Science and Engineering(SCI, Q1, ScienceDirect), published on 09 April 2026.

• Christina, J, Sweetlin, J. D, Singh, J A P 2024. ‘GCN based Bio-Inspired Classifier for Autism Spectrum Disorder’, Journal of Scientific and Industrial Research (JSIR), ISSN 0022-4456, vol. 83, no. 12, pp. 1306–1316.

• J. Christina, S. Saranya, Extending The Existing Data Migration Algorithm For Mysql To Mongodb And Analyzing Its Performance, International Journal of Advanced Engineering Research and Technology (IJAERT), Volume 6 Issue 8, August 2018, ISSN No.: 2348 – 8190

• Arunkumar, Angel Miriam, Christina J, Automated Student Performance Analyser and Recommender, International Journal of Advanced Research in Computer Science, Vol 9, Iss No 2, 2018

• Karuppanan Komathy, Jayakumaran Christina, Rough Set Based Regionalisation in Air Quality Monitoring, International Journal of Environment and Pollution, Vol 53, No 1, pp 131 – 147, Inderscience Publishers, 2013

Book Chapters:

• Limsa Joshi, J., Christina, J., Sahayaraj, L. R. P., Sharmila, V. J., & Balasubramanian, A. (2024). Improved medical image captioning for chest X-rays using a hybrid VGG-ELECTRA model. In Artificial Intelligence in Medicine (pp. 215–230). CRC Press. https://doi.org/10.1201/9781003369059-1

• Christina Jayakumaran, Sengole Merlin, Vaishali R. Kulkarni, Thompson Stephan, Punitha Stephan: Entity Embedding in Artificial Neural Networks: A Novel Approach to Sales Data Analysis and Forecasting. SCI 2024: 67-76

Conferences:

• Ms. Sofiya Grace, Irin Ida Suganthi F, Ishrth Shereen H, Shri Charan P V, Marie Benedict Ajay and Asmita J presented a paper titled “Deep Learning–Based Unsupervised Acoustic Anomaly Detection for Predictive Maintenance in Industry4.0” at the International Conference ICAIDS 2026, held on 9th and 10th February and jointly organized by Loyola College and LICET. The team was honored with the Best Paper Award.

• Ms. Bemesha Smitha H, Nisha P, Srilekha K and Preetha G presented the paper titled “Enhancing Educational Insights through Machine Learning Based performance prediction” at the International Conference ICAIDS 2026, held on 9th and 10th February and jointly organized by Loyola College and LICET. The team was honored with the Best Paper Award.

• Mr. Srivathsava,AP/AI&DS Ms. J. Christina, AP/AI&DS from the Department of AI&DS have successfully presented their Research Work, Deep Learning-Based Diabetic Retinopathy Classification: A Comparative Study Using EfficientNet, ResNet-50d, and Grad-CAM Explainability, at the ISVTEC 2025 conference conducted at LICET. 

• Mr. M. Srivathsava, AP/AI&DS, has published a paper titled “Dosha Classification from Face Images Using a Hybrid MobileNet and MaxViT Architecture” in the International Conference on Computation System and Information Technology for Sustainable Solutions.

• Srivathsava M, Bemesha Smitha H, Femila Goldy R and Siddeshwaran U R presented the paper titled “Multi-Tier Lane-Wise Traffic Density Estimation Using Fine-Tuned YOLOv8 and Temporal Aggregation” at the International Conference ICAIDS 2026, held on 9th and 10th February and jointly organized by Loyola College and LICET. The team was honored with the Best Paper Award.

• Christina J and J. D. Sweetlin, “An Optimized Neural Network with Inertia Weight Variation of PSO for the detection of Autism,” 2020 International Conference on Smart Technologies in Computing, Electrical and Electronics (ICSTCEE), Bengaluru, India, 2020, pp. 439-445

• J Christina, K Komathy, Pattern Identification using rough set clustering for spatio – temporal dataset, International Conference on Advances in Computing, Communication And Infomratics, 1598-1603,2013, Mysore

• J Christina, K Komathy, Analysis of Hard Clustering Algorithms applicable to regionalization 2013 IEEE Conference on Information and Communication Technologies, 606-610,2013, Thuckaley, TamilNadu