Artificial Intelligence and Data Science

DAIO Project

The first year AI & DS students and Dr. Agarwal Institute of Optometry has collaborated to build a product for the diagnosis and classification of grades in Meibomian gland dysfunction.

  • Phase 1: Initial AI concept development with available technology for our project and the requirements list to be generated
  • Phase 2: Initial prototype software
  • Phase 3: Test on prototype functionality and accuracy on diagnosing mgd with expert feedback
  • Phase 4: Working on fine tune systems and handover for validation stage.

Faculty publications

Journal Publications:

  • 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

IEEE Conferences:

  • 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