Journal Publications

Nalini, M., B. Yamini, C. Ambhika, and R. Siva Subramanian. "Enhancing early attack detection: novel hybrid density-based isolation forest for improved anomaly detection." International Journal of Machine Learning and Cybernetics (2024): 1-19.

Yamini, B., K. Venkata Ramana, M. Nalini, D. Chitra Devi, B. Maheswari, and Subramanian R. Siva. "Customer churn prediction model in enterprises using machine learning." International Journal of Advanced Technology and Engineering Exploration 11, no. 110 (2024): 94.

T. Rajendran, C. Balakrishnan, B. Yamini, CH. Srilakshmi, B. Maheswari, M. Nalini, R. Siva Subramanian, "Optimizing Prediction Accuracy in High-Dimensional Data: Comparative Analysis of Feature Selection Methods with Naive Bayes Algorithm," SSRG International Journal of Electronics and Communication Engineering, vol. 11,  no. 3, pp. 41-52, 2024. Crossref, https://doi.org/10.14445/23488549/IJECE-V11I3P1

Subramanian, R. Siva, B. Yamini, Kothandapani Sudha, and S. Sivakumar. "Ensemble-based deep learning techniques for customer churn prediction model." Kybernetes (2024).

Yamini, B., T. Saraswathi, P. Radhakrishnan, M. Nalini, M. Shanmuganathan, and Subramanian R. Siva. "Machine learning algorithms for predicting of chronic kidney disease and its significance in healthcare." International Journal of Advanced Technology and Engineering Exploration 11, no. 112 (2024): 388.

Girija, P., M. Aunradha, M. G. Dinesh, J. Aswini, P. Divya, and S. R. Subramanian. "Heterogeneous ensemble variable selection to improve customer prediction using naive bayes model." International Journal on Recent and Innovation Trends in Computing and Communication 11, no. 5s: 64-71.

Yamini, B., V. Ramana Kaneti, M. Nalini, and S. Subramanian. "Machine Learning-driven PCOS prediction for early detection and tailored interventions." SSRG International Journal of Electrical and Electronics Engineering 10, no. 9 (2023): 61-75.

Yamini, B., V. Prasanna, C. Ambhika, M. Anuradha, B. Maheswari, Siva R. Subramanian, and M. Nalini. "A comprehensive survey of deep learning: Advancements, applications, and challenges." Int. J. Recent Innov. Trends Comput. Commun. 11 (2023): 445-453.

Subramanian, R. Siva, and D. Prabha. "Ensemble variable selection for Naive Bayes to improve customer behaviour analysis." Computer Systems Science & Engineering 41, no. 1 (2022): 339-55.

Prabha, D., R. Siva Subramanian, S. Balakrishnan, and M. Karpagam. "Performance evaluation of Naive Bayes classifier with and without filter based feature selection." International Journal of Innovative Technology and Exploring Engineering (IJITEE) ISSN (2019): 2278-3075.

International Conferences

Prabhu, D., M. Dhivya, A. Gowridurga, M. Dinesh Babu, T. P. Anish, and R. Siva Subramanian. "Visual Analytics for Smart Decision-Making: Techniques, Applications, and Future Directions." In 2025 International Conference on Visual Analytics and Data Visualization (ICVADV), pp. 37-43. IEEE, 2025.

Lakumarapu, Srikanth, P. Ruba Sudha, PJ Beslin Pajila, K. Sasirekha, and R. Vinoth. "Software Tools and Evaluation Models for Visual Analytics: Trends, Challenges, and Future Directions." In 2025 International Conference on Visual Analytics and Data Visualization (ICVADV), pp. 1001-1007. IEEE, 2025.

Sathya, U., S. Hashini, C. Lakshmipriya, C. M. Varun, and M. Nalini. "Emerging Trends and Future Prospects in Internet of Things (IoT) Technology." In 2024 International Conference on Sustainable Communication Networks and Application (ICSCNA), pp. 79-85. IEEE, 2024.

Lakumarapu, Srikanth, R. Nithyanandhan, V. Sharmila Bhargavi, and Anish TP. "Machine Learning Approaches for Liver Disease Prediction: A Comparative Analysis." In 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 159-164. IEEE, 2024.

Sudha, K., R. Nithyanandhan, P. Girija, and M. Nalini. "Enhancing Healthcare Data Security in the Cloud: Integrating ML-Based Intrusion Detection Systems." In 2024 2nd World Conference on Communication & Computing (WCONF), pp. 1-7. IEEE, 2024.

Yamini, B., Peer Mohamed Appa MAY, R. Shobana, Anish TP, and M. Nalini. "Cybersecurity: Strategies, Sector-Specific Challenges, and Future Prospects." In 2024 4th International Conference on Ubiquitous Computing and Intelligent Information Systems (ICUIS), pp. 1338-1345. IEEE, 2024.

Babu, A. Aalan, G. Belshia Jebamalar, Prem Kumar, and M. Nalini. "Blockchain Technology: Evolution and Future Prospects." In 2024 International Conference on Sustainable Communication Networks and Application (ICSCNA), pp. 381-387. IEEE, 2024.

Anusha, S., R. Nithyanandhan, T. P. Anish, P. Girija, and M. Nalini. "Deep Reinforcement Learning: Key Algorithms, Applications, and Future Challenges." In 2024 2nd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), pp. 565-571. IEEE, 2024.

Varun, C. M., RP Anto Kumar, E. Gokila, S. Gayathri, M. Nalini, and R. Siva Subramanian. "Virtual Frontiers Navigating the Impact and Potential of AR and VR." In 2024 2nd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), pp. 1559-1565. IEEE, 2024.

Gracious, LA Anto, PJ Beslin Pajila, G. Johncy, T. P. Anish, and K. Prasanth. "Towards Precision Oncology: A Study of Machine Learning Models for Breast Cancer Prediction." In 2024 10th International Conference on Advanced Computing and Communication Systems (ICACCS), vol. 1, pp. 1938-1943. IEEE, 2024.

Ramesh, P., V. Sharmila Bhargavi, S. Arumai Shiney, M. G. Dinesh, and M. Nalini. "Exploring the Transformative Impact of Machine Learning in Healthcare: Applications, Challenges, and Future Directions." In 2024 2nd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), pp. 620-627. IEEE, 2024.

Selvi, DM Kalai, J. Aswini, C. Balakrishnan, K. Suganya, and B. Gracelin Sheena. "Revolutionizing cardiovascular care: The role of AI, ML, and DL in early heart disease prediction and treatment." In 2024 International Conference on Electronics, Computing, Communication and Control Technology (ICECCC), pp. 1-6. IEEE, 2024.

Aswini, J., C. Lakshmipriya, and G. Lavanya. "Translation System for the Visually Impaired from English to Braille." In 2024 2nd World Conference on Communication & Computing (WCONF), pp. 1-4. IEEE, 2024.

Sudha, K., C. Lakshmipriya, PJ Beslin Pajila, E. Venitha, and M. Anita. "Enhancing Diabetes Prediction and Management through Machine Learning: A Comparative Study." In 2024 Fourth International Conference on Advances in Electrical, Computing, Communication and Sustainable Technologies (ICAECT), pp. 1-6. IEEE, 2024.

Venketbabu, T., M. P. Aswathy, J. Sangeetha, T. P. Anish, M. Nalini, and R. Siva Subramanian. "Revolutionizing Image Processing: Innovations Impacts and Future Trends." In 2024 2nd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), pp. 901-907. IEEE, 2024.

Subha, S., C. Balakrishnan, and T. P. Anish. "Optimizing Machine Learning Algorithms for Heart Disease Prediction in Healthcare: A Comparative Study." In 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 866-872. IEEE, 2024.

Yamini, B., R. Nithyanandhan, K. Sudha, T. Nithya, K. Vijayakumar, and R. Siva Subramanian. "Maximizing the Revolutionary Potential of Quantum Computing: Challenges, Opportunities, and Future Directions." In 2024 10th International Conference on Communication and Signal Processing (ICCSP), pp. 756-761. IEEE, 2024.

Sreelakshmi, S., A. Aalan Babu, C. Lakshmipriya, LA Anto Gracious, M. Nalini, and R. Siva Subramanian. "Enhancing Intrusion Detection Systems with Machine Learning." In 2024 2nd International Conference on Self Sustainable Artificial Intelligence Systems (ICSSAS), pp. 557-564. IEEE, 2024.

Manjunathan, N., D. Shanmugapriya, P. Girija, M. Vasudevan, and S. Murugesan. "Ensemble Learning: Importance, Applications, Challenges, and Future Work." In 2024 International Conference on Integration of Emerging Technologies for the Digital World (ICIETDW), pp. 1-6. IEEE, 2024.

Aswini, J., S. Dinesh, and C. Lakshmipriya. "Stock Market Forecasting Using LSTM." In 2024 2nd World Conference on Communication & Computing (WCONF), pp. 1-4. IEEE, 2024.

Ramesh, P., R. Nithyanandhan, MK Mohamed Faizal, V. Nivakumar, and M. Nalini. "Machine Learning Strategies for Customer Churn Prediction in Competitive Enterprises." In 2024 International Conference on Sustainable Communication Networks and Application (ICSCNA), pp. 653-660. IEEE, 2024.

Rajulu, Govinda, T. P. Anish, and M. Nalini. "Advancements and Applications in Object Detection and Pattern Recognition." In 2024 International Conference on Sustainable Communication Networks and Application (ICSCNA), pp. 647-652. IEEE, 2024.

Ambhika, C., S. Gayathri, and B. Gracelin Sheena. "Enhancing predictive modeling in high dimensional data using hybrid feature selection." In 2024 5th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 873-879. IEEE, 2024.

Jebamalar, Belshia, K. Sudha, B. Maheswari, M. Nalini, M. G. Dinesh, and R. Siva Subramanian. "Collaborative filtering for bargaining and customer feedback in e-commerce." In 2023 7th International Conference on Intelligent Computing and Control Systems (ICICCS), pp. 1804-1808. IEEE, 2023.

Pajila, PJ Beslin, K. Sudha, DM Kalai Selvi, V. Nivas Kumar, S. Gayathri, and R. Siva Subramanian. "A survey on natural language processing and its applications." In 2023 4th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 996-1001. IEEE, 2023.

Sudha, K., C. Balakrishnan, T. Nithya, G. Durga Devi, R. Megiba Jasmine, and R. Siva Subramanian. "A Effective Detection Method using Optimized Decision Tree Classification for Network based Intrusion." In 2023 7th International Conference on Electronics, Communication and Aerospace Technology (ICECA), pp. 1682-1688. IEEE, 2023.

Siva Subramanian, R., B. Maheswari, S. Nikkath Bushra, G. Nirmala, and M. Anita. "Enhancing Customer Prediction Using Machine Learning with Feature Selection Approaches." In Inventive Computation and Information Technologies: Proceedings of ICICIT 2022, pp. 45-57. Singapore: Springer Nature Singapore, 2023.

Pajila, PJ Beslin, B. Gracelin Sheena, A. Gayathri, J. Aswini, and M. Nalini. "A comprehensive survey on naive bayes algorithm: Advantages, limitations and applications." In 2023 4th International Conference on Smart Electronics and Communication (ICOSEC), pp. 1228-1234. IEEE, 2023.

Kamala, S. Praveena Rachel, S. Gayathri, N. Muthuvairavan Pillai, LA Anto Gracious, C. M. Varun, and R. Siva Subramanian. "Predictive analytics for heart disease detection: a machine learning approach." In 2023 4th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 1583-1589. IEEE, 2023.

Yamini, B., K. Sudha, M. Nalini, G. Kavitha, R. Siva Subramanian, and R. Sugumar. "Predictive modelling for lung cancer detection using machine learning techniques." In 2023 8th International Conference on Communication and Electronics Systems (ICCES), pp. 1220-1226. IEEE, 2023.

Kavitha, G., K. Sudha, D. Jayasutha, V. Sivaraman, M. Nalini, and R. Siva Subramanian. "Accelerating Alzheimer's Research with Machine Learning Models for Improved Detection." In 2023 7th International Conference on Electronics, Communication and Aerospace Technology (ICECA), pp. 855-862. IEEE, 2023.

Sudha, K., T. P. Anish, C. Balakrishnan, Srikanth Lakumarapu, PJ Beslin Pajila, and R. Siva Subramanian. "Leveraging Machine Learning for Customer Intelligence: An Experimental Analysis Learning Classifiers." Procedia Computer Science 230 (2023): 128-137.

Anita, M., M. G. Dinesh, C. Lakshmipriya, V. Sharmila, and A. Muthuram. "Water quality prediction using machine learning: A comparative study." In 2023 Second International Conference on Augmented Intelligence and Sustainable Systems (ICAISS), pp. 348-353. IEEE, 2023.

Sudha, K., S. Muthumarilakshmi, G. Kavitha, and V. Nivas Kumar. "Sentiment Analysis on Text data: Methods, Applications, Challenges and Future Directions." In 2023 International Conference on Evolutionary Algorithms and Soft Computing Techniques (EASCT), pp. 1-7. IEEE, 2023.

Saravanan, K., R. Banu Prakash, C. Balakrishnan, Gade Venkata Prasanna Kumar, R. Siva Subramanian, and M. Anita. "Support Vector Machines: Unveiling the Power and Versatility of SVMs in Modern Machine Learning." In 2023 3rd International Conference on Innovative Mechanisms for Industry Applications (ICIMIA), pp. 680-687. IEEE, 2023.

Yamini, B., R. Kennady, M. Nalini, R. Siva Subramanian, M. Anuradha, and D. Chitra Devi. "A Finger Vein Image Recognition based on DLT." In 2023 4th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 934-940. IEEE, 2023.

Rajendran, T., S. Anitha Rajathi, C. Balakrishnan, J. Aswini, R. Banu Prakash, and R. Siva Subramanian. "Risk Prediction Modeling for Breast Cancer using Supervised Machine Learning Approaches." In 2023 2nd International Conference on Automation, Computing and Renewable Systems (ICACRS), pp. 702-708. IEEE, 2023.

Subramanian, R. Siva, K. Sudha, K. Venkata Ramana, S. SivaKumar, R. Nithyanandhan, and M. Nalini. "Hybrid Variable Selection Approach to Analyse High Dimensional Dataset." In 2023 7th International Conference on Computing Methodologies and Communication (ICCMC), pp. 1489-1495. IEEE, 2023.

Gracious, LA Anto, R. Megiba Jasmine, E. Pooja, T. P. Anish, G. Johncy, and R. Siva Subramanian. "Machine Learning and Deep Learning Transforming Healthcare: An Extensive Exploration of Applications, Algorithms, and Prospects." In 2023 4th IEEE Global Conference for Advancement in Technology (GCAT), pp. 1-6. IEEE, 2023.

Rajendran, T., T. Venkata Ramana, M. Nalini, R. Siva Subramanian, D. Chitra Devi, and M. Anuradha. "Paddy Plant Leaf Disease Classification based on Artificial Intelligence." In 2023 4th International Conference on Electronics and Sustainable Communication Systems (ICESC), pp. 1002-1009. IEEE, 2023.

Nithya, T., V. Nivas Kumar, S. Deepa, Varun CM, and R. Siva Subramanian. "A comprehensive survey of machine learning: Advancements, applications, and challenges." In 2023 Second International Conference on Augmented Intelligence and Sustainable Systems (ICAISS), pp. 354-361. IEEE, 2023.

Subramanian, R. Siva, P. Girija, K. Sudha, J. Aswini, S. SivaKumar, and N. V. S. Nattesan. "Alleviating the naive bayes assumption using filter approaches." In 2023 5th International Conference on Smart Systems and Inventive Technology (ICSSIT), pp. 1430-1436. IEEE, 2023.

Subramanian, R. Siva, P. Girija, K. Sudha, J. Aswini, S. SivaKumar, and N. V. S. Nattesan. "Alleviating the naive bayes assumption using filter approaches." In 2023 5th International Conference on Smart Systems and Inventive Technology (ICSSIT), pp. 1430-1436. IEEE, 2023.

Siva Subramanian, R., D. Prabha, J. Aswini, and B. Maheswari. "Evaluation of different variable selection approaches with naive Bayes to improve the customer behavior prediction." In Inventive Computation and Information Technologies: Proceedings of ICICIT 2021, pp. 181-201. Singapore: Springer Nature Singapore, 2022.

Subramanian, R. Siva, J. Aswini, S. Nikkath Bushra, G. Nirmala, and B. Maheswari. "Customer Analysis using Machine Learning with Feature Selection Approaches: A Comparative Study." In 2022 International Conference on Augmented Intelligence and Sustainable Systems (ICAISS), pp. 196-202. IEEE, 2022.

Siva, Subramanian R., S. Nikkath Bushra, B. Maheswari, and M. K. Prabukumar. "Performance Analysis of Different Machine Learning in Customer Prediction." In 2022 6th International Conference on Trends in Electronics and Informatics (ICOEI), pp. 1425-1430. IEEE, 2022.

Prabha, D., J. Aswini, B. Maheswari, R. Siva Subramanian, R. Nithyanandhan, and P. Girija. "A survey on alleviating the naive bayes conditional independence assumption." In 2022 International Conference on Augmented Intelligence and Sustainable Systems (ICAISS), pp. 654-657. IEEE, 2022.

Siva Subramanian, R., D. Prabha, B. Maheswari, and J. Aswini. "Customer analysis using machine learning algorithms: A case study using banking consumer dataset." In Recent Trends in Intensive Computing, pp. 689-694. IOS Press, 2021.

Subramanian, R. Siva, D. Prabha, J. Aswini, B. Maheswari, and M. Anita. "Alleviating NB conditional independence using multi-stage variable selection (MSVS): banking customer dataset application." In Journal of Physics: Conference Series, vol. 1767, no. 1, p. 012002. IOP Publishing, 2021.

Raju, Siva Subramanian, and Prabha Dhandayudam. "Prediction of customer behaviour analysis using classification algorithms." In AIP conference proceedings, vol. 1952, no. 1. AIP Publishing, 2018.

Prabha, D., and R. Siva Subramanian. "A survey on customer relationship management." In 2017 4th International Conference on Advanced Computing and Communication Systems (ICACCS), pp. 1-5. IEEE, 2017.

Scientific Books Published

Subramanian, R. Siva, T. Venkata Ramana, K. Venkata Ramana, S. Prabha, and V. Nivaskumar. "Converging Horizons: Synergies of 6G Wireless Communication, Machine Learning, and Embedded Systems for Intelligent Connectivity." The Intersection of 6G, AI/Machine Learning, and Embedded Systems (2025): 67-93.

Rajeshkumar, J., K. Aravindaraj, T. Uma Mageswari, S. Kerthy, R. Premkumar, S. Gayathri, and R. Siva Subramanian. "Energy-Efficient Algorithms in High Performance Computing: Approaches, Applications, and Innovations." In Energy Efficient Algorithms and Green Data Centers for Sustainable Computing, pp. 55-78. IGI Global Scientific Publishing, 2025.

Ravindran, D., S. Revathi, V. Sowndharya, I. Farzhana, S. Swetha, R. Vinoth, and R. Siva Subramanian. "Environmental Monitoring for Sustainability: Technologies, Trends, and Future Directions." Leveraging Urban Computing for Sustainable Urban Development (2025): 323-340.

Kaneti, Venkata Ramana, B. Yamini, S. Nagarajan, A. Adaikkammai, LA Anto Gracious, R. Siva Subramanian, and P. Girija. "Smart Transportation Systems and Sustainable Urban Mobility." In Revolutionizing Urban Development and Governance With Emerging Technologies, pp. 261-288. IGI Global Scientific Publishing, 2025.

Bhuvanya, R., G. Mariammal, K. Sivakumar, M. Ganga, T. P. Anish, S. Swetha, and R. Siva Subramanian. "Revolutionizing Urban Planning: The Role of AI and Predictive Analytics in Sustainable City Development." Leveraging Urban Computing for Sustainable Urban Development (2025): 303-322.

Prasath, R., V. Vasantha Kumar, V. Jaisankari, and R. Sivasubramani. "Semantic Search for IoT-Based Object Recognition Using Clustering and Classification." In Utilizing AI in Network and Mobile Security for Threat Detection and Prevention, pp. 151-172. IGI Global Scientific Publishing, 2025.

Ravikumar, Srilalitha, Somsubhra Saha, K. Sudha, R. Vinoth, and V. Sathya. "Advancing STEAM Education: Integrative Approaches, Challenges, and Future Directions." In Transformative Approaches to STEAM Integration in Modern Education, pp. 33-52. IGI Global Scientific Publishing, 2025.

Bhuvanya, R., T. Kujani, P. Matheswaran, B. Yamini, B. Yuvasri, and V. Sathya. "AI and the Future of Economic Systems: Analyzing Technological, Ethical, and Governance Dimensions." In Reshaping the Economy With AI, pp. 111-136. IGI Global Scientific Publishing, 2025.

Abilash, A., D. Suresh, B. Yamini, B. Maheswari, and LA Anto Gracious. "AI in Risk Management: An Overview of Applications in Firm Management, Financial Markets, and Risk." Artificial Intelligence for Financial Risk Management and Analysis (2025): 455-470.

Anusha, S., B. Yamini, S. Udhayashankar, V. Priya, M. Ezhilvendan, R. Vinoth, and R. Siva Subramanian. "AI and Applied Microbiology in Sustainable Waste Recycling and the Circular Economy." In AI Technologies for Enhancing Recycling Processes, pp. 83-100. IGI Global Scientific Publishing, 2025.

Rajeshkumar, J., R. Chandrakala, A. Adaikkammai, R. Saranya, P. Girija, and M. Ezhilvendan. "Exploring Synergies and Innovations in GANs and Meta-Learning." Exploring Generative Adversarial Networks and Meta-Learning Synergies (2025): 169-192.

Prabhu, D., L. Sudha, Pandi Kumari MR, A. Adaikkammai, P. Aparna, and V. Sathya. "Machine Learning in Cybersecurity: Challenges, Applications, and Future Directions." Exploiting Machine Learning for Robust Security (2025): 25-48.

Lija, Abitha VK, M. P. Aswathy, G. Kavitha, M. Navaneetha Velammal, B. Maheswari, and PJ Beslin Pajila. "A Review on Sustainable Development and Green Practices: Strategies, Challenges, and Future Directions." Adaptive Strategies for Green Economy and Sustainability Policies (2025): 1-16.

Manjunathan, N., T. Venkata Ramana, A. Rajasekar, D. Vijayakumar, V. Sameswari, SM Nandha Gopal, and R. Siva Subramanian. "Sustainable Cloud Computing: Ecofriendly Strategies and Innovations for Green Data Centers." In Energy Efficient Algorithms and Green Data Centers for Sustainable Computing, pp. 25-54. IGI Global Scientific Publishing, 2025.

Aswini, J., K. Sudha, Gowri Ganesh, Siva Subramanian, and George Ghinea. "AI-powered parallel computing architecture and its applications." In The convergence of self-sustaining systems with AI and IoT, pp. 23-39. IGI Global, 2024.

Sanjeera, S. K., J. A. Jevin, Beslin Pajila, and Rathna Kumari. "Exploring the Applications of Augmented Reality and Virtual Reality in Medicine: A Comprehensive Overview." Navigating the Augmented and Virtual Frontiers in Engineering (2024): 212-222.

Maheshwaran, T., S. Muthumarilakshmi, K. Suganya, B. Maheswari, and P. Girija. "Securing E-Commerce Strategies With Cloud, Blockchain, AI, and ML." In Strategies for E-Commerce Data Security: Cloud, Blockchain, AI, and Machine Learning, pp. 470-500. IGI Global, 2024.

Anita, M., C. Ambhika, T. P. Anish, B. Gracelin Sheena, and R. Siva Subramanian. "Exploring the Landscape of Artificial Intelligence in Healthcare Applications." In AI Healthcare Applications and Security, Ethical, and Legal Considerations, pp. 29-48. IGI Global, 2024.

Ponmalar, A., K. Vijayakumar, C. Lakshmipriya, M. Karthikeyan, B. Gracelin Sheena, P. J. Beslin Pajila, and R. Siva Subramanian. "Meta-Heuristics and Machine Learning Applications in Complex Systems." In Metaheuristic and Machine Learning Optimization Strategies for Complex Systems, pp. 257-275. IGI Global Scientific Publishing, 2024.

Yamini, B., Pajila PJ Beslin, T. P. Anish, Sheena B. Gracelin, M. G. Dinesh, M. Nalini, and Subramanian R. Siva. "Advancements in Cognitive Radio Networks: Protocols, Architectures, Challenges, and Future Perspectives." In Spectrum and Power Allocation in Cognitive Radio Systems, pp. 1-17. IGI Global, 2024.

Anusha, S., M. Ezhilvandan, S. Gayathri, V. Sivaraman, and Anish TP. "Emerging trends in edge AI for Industry 4.0 and 5.0: Technologies, applications, and challenges." AI Innovations in Service and Tourism Marketing (2024): 211-228.

Manjunathan, N., K. Aravindaraj, J. Anitha, VK Ramya Bharathi, V. Sathya, R. Senthil, and R. Siva Subramanian. "Advances in Data Processing, Machine Learning, and Data Security." In Strategic Innovations of AI and ML for E-Commerce Data Security, pp. 207-234. IGI Global, 2025.

Jayasutha, D., R. Vijaya Prabhu, S. M. Sassirekha, K. Maithili, P. Girija, and R. Siva Subramanian. "Exploring the Intersection of Sustainable Energy, AI, and Ethical Considerations." In AI Applications for Clean Energy and Sustainability, pp. 139-160. IGI Global, 2024.

Sudha, K., C. Balakrishnan, T. P. Anish, T. Nithya, B. Gracelin Sheena, B. Maheswari, and R. Siva Subramanian. "Revolutionizing Trust Manufacturing Integrating Real-Time Data and AI Innovations for Enhanced Efficiency." In Industry Applications of Thrust Manufacturing: Convergence with Real-Time Data and AI, pp. 74-97. IGI Global, 2024.

Siva, Subramanian R., K. Sudha, E. Pooja, B. Maheswari, and P. Girija. "Revolutionizing Healthcare Delivery: Applications and Impact of Cutting-Edge Technologies." AI and IoT Technology and Applications for Smart Healthcare Systems (2024): 75-91.

Sudha, K., C. Balakrishnan, T. P. Anish, T. Nithya, B. Yamini, R. Siva Subramanian, and M. Nalini. "Data Insight Unveiled: Navigating Critical Approaches and Challenges in Diverse Domains Through Advanced Data Analysis." Critical Approaches to Data Engineering Systems and Analysis (2024): 90-114.

Prabha, D., R. Siva Subramanian, M. G. Dinesh, and P. Girija. "Sustainable Farming Through AI-Enabled Precision Agriculture." In Artificial Intelligence for Precision Agriculture, pp. 159-182. Auerbach Publications, 2024.

Gracious, LA Anto, L. Sudha, B. Chitra, Gaganpreet Kaur, V. Sathya, P. Kabitha, and R. Siva Subramanian. "Advancing E-Commerce Security: Strategic Innovations and Future Directions in AI and ML." In Strategic Innovations of AI and ML for E-Commerce Data Security, pp. 79-106. IGI Global, 2025.

Mangairkarasi, S., T. Venkata Ramana, R. Vaishnavi, S. Agalya, V. Sathya, and R. Siva Subramanian. "Advancing Healthcare Through Artificial Intelligence: Applications, Challenges, and Future Directions." In Responsible AI for Digital Health and Medical Analytics, pp. 113-134. IGI Global Scientific Publishing, 2025.

Maithili, K., A. Ponmalar, B. Yamini, M. Karthikeyan, T. P. Anish, B. Maheswari, and R. Siva Subramanian. "Advances in AI and Machine Learning for Healthcare Informatics." In Machine Learning and Generative AI in Smart Healthcare, pp. 1-22. IGI Global, 2024.

Sudha, K., C. Ambhika, B. Maheswari, P. Girija, and M. Nalini. "AI and IoT applications in medical domain enhancing healthcare through technology integration." In AI and IoT-Based Technologies for Precision Medicine, pp. 280-294. IGI Global, 2023.

Aswini, J., N. Malarvizhi, and A. Gayathri. "Augmented reality and virtual reality in e-governance: An immersive technology applications and its challenges." In AI, IoT, and Blockchain Breakthroughs in E-Governance, pp. 138-153. IGI Global, 2023.

Sıva Subramanıan, R., D. Prabha, B. Maheswari, and J. Aswini. "Wrapper-Naive Bayes approach to perform efficient customer behavior prediction." In Innovative Data Communication Technologies and Application: Proceedings of ICIDCA 2021, pp. 17-31. Singapore: Springer Nature Singapore, 2022.

Siva Subramanian, R., and D. Prabha. "Optimizıng Naive Bayes probability estimation in customer analysis using hybrid variable selection." In Computer Networks and Inventive Communication Technologies: Proceedings of Third ICCNCT 2020, pp. 595-612. Springer Singapore, 2021.

Prabha, D., R. Siva Subramanian, M. G. Dinesh, and P. Girija. "Sustainable Farming Through AI-Enabled Precision Agriculture." In Artificial Intelligence for Precision Agriculture, pp. 159-182. Auerbach Publications, 2024.

Gracious, LA Anto, L. Sudha, B. Chitra, Gaganpreet Kaur, V. Sathya, P. Kabitha, and R. Siva Subramanian. "Advancing E-Commerce Security: Strategic Innovations and Future Directions in AI and ML." In Strategic Innovations of AI and ML for E-Commerce Data Security, pp. 79-106. IGI Global, 2025.

Mangairkarasi, S., T. Venkata Ramana, R. Vaishnavi, S. Agalya, V. Sathya, and R. Siva Subramanian. "Advancing Healthcare Through Artificial Intelligence: Applications, Challenges, and Future Directions." In Responsible AI for Digital Health and Medical Analytics, pp. 113-134. IGI Global Scientific Publishing, 2025.

Maithili, K., A. Ponmalar, B. Yamini, M. Karthikeyan, T. P. Anish, B. Maheswari, and R. Siva Subramanian. "Advances in AI and Machine Learning for Healthcare Informatics." In Machine Learning and Generative AI in Smart Healthcare, pp. 1-22. IGI Global, 2024.

Sudha, K., C. Ambhika, B. Maheswari, P. Girija, and M. Nalini. "AI and IoT applications in medical domain enhancing healthcare through technology integration." In AI and IoT-Based Technologies for Precision Medicine, pp. 280-294. IGI Global, 2023.

Aswini, J., N. Malarvizhi, and A. Gayathri. "Augmented reality and virtual reality in e-governance: An immersive technology applications and its challenges." In AI, IoT, and Blockchain Breakthroughs in E-Governance, pp. 138-153. IGI Global, 2023.

Sıva Subramanıan, R., D. Prabha, B. Maheswari, and J. Aswini. "Wrapper-Naive Bayes approach to perform efficient customer behavior prediction." In Innovative Data Communication Technologies and Application: Proceedings of ICIDCA 2021, pp. 17-31. Singapore: Springer Nature Singapore, 2022.

Siva Subramanian, R., and D. Prabha. "Optimizıng Naive Bayes probability estimation in customer analysis using hybrid variable selection." In Computer Networks and Inventive Communication Technologies: Proceedings of Third ICCNCT 2020, pp. 595-612. Springer Singapore, 2021.

Patents

Patent no 202441027219 , Ensemble Machine Learning & Natural Language Processing Based Financial Data Scrapping Software, Published/ 12th April 2024.

Patent no 202441042216, Military Spying And Bomb Defusing Robot, Published/ 30th 2024

Patent No 202541013213, INTELLIGENT CODE DEBUGGING AND OPTIMIZATION SYSTEM USING MACHINE LEARNING, Date of filing of Application :16/02/2025, Publication Date : 21/02/2025

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Participated

Attended Six days FDP on “Cloud Computing and its Applications ", Organized by G.Pulla Reddy Engineering College, Kurnool, 28 Nov 2022 to 03 Dec 2022. 

Attended one day Workshop on “Virtual Lab", Amrita Viswa Vidyapeetham, Amritapuri on 25 Nov 2022. 

 Attended Six days FDP on “Emerging Research Trends in Computing Technologies ", Organized by Dr.M G R University, Chennai, 28 Nov 2022 to 02 Dec 2022. 

Attended Five days FDP on “Inculcating Universal Human Values in Technical Education", Organized by AICTE, 31 Oct 2022 to 04 Oct 2022. 

Attended Three days FDP on “Block chain Technology ", Organized by Sri Krishna College of Engineering and Technology, Coimbatore, 22 Nov 2022 to 24 Nov 2022. 

Attended Six days FDP on “CS 8082 - Machine Learning Techniques ", Organized by Madras Institute of Technology, Anna University, Chennai, 11 Jul 2022 to 16 Jul 2022. 

Attended Six days FDP on “Fundamentals of Data Science ", Organized by Meenakshi Sundarajan Engineering College, Anna University, Chennai, 27 Jun 2022 to 02 Jul 2022. 

Attended Five days FDP on "Amazon Web Services", organized by Vardhaman College of Engineering in collaboration with Brainovision Solutions India Pvt.Ltd & All India Council for Technical Education- AICTE, 22 August 2022 to 27 August 2022. 

Attended Six days FDP on “Recent Trends on Healthcare Applications using Machine Learning ", Organized by Kings Engineering College, Anna University, Chennai, 13 Jun 2022 to 18 Jun 2022. 

Attended one week FDP on " Restructuring Management Education towards Innovation: From Enhancement to Transformation", Organized by V.O.Chidambaram College, Thoothukudi from 27 Jun 2022 to 03 Jul 2022. 

Attended four days FDP on “Artificial Intelligence ", Organized by Microsoft India & SAP India under TechSaksham Program from, 14 Feb 2022 to 17 Feb 2022. 

Attended one week FDP on "International Short Term Training Programme-3 on" Contrivance of Sustainable Development Goals(SDGs) for Environmental Conservation" organized by Raj Rishi Govt, Autonomous College from 24th - 30th June 2022. 

Attended one day training program on "National Intellectual Property Awareness Mission", organized by Ministry of commerce and Industry, Government of India, on June 28, 2022. 

Attended one International webinar on "Data Fabric and Data Virtualization", Organized by Karpagam College of Engineering, Coimbatore on Jan 28, 2022. 

Attended one FDP on "Applications of Artificial Intelligence in Real Time Domains", Organized by Karpagam College of Engineering, and Coimbatore on Jan 07, 2022. 

Attended Six days FDP on “Recent Trends in Data Sciences", Organized by MIT Campus, Anna University, Chennai, 03-08 Jan 2022. 

Attended, one week FDP on "ICT Tools for Effective Teaching and Learning", Organized by Amar Sewa Mandal's Kamla Nehru Mahavidyalaya, Nagpur, 23-28 May 2022. 

Attended, Five days FDP on "Intellectual Property Rights", Organized by Holy Cross Home Science College, Thoothukudi, 2-6 May 2022. 

Attended Six days FDP on "CS 8091 - Big Data Analytics", Organized by Kongunadu College of Engineering & Technology, Triuchirappalli, 27 Dec 2021 to 03 Jan 2022. 

Attended, AICTE-ISTE sponsored Induction/Refresher Programme on 'Cryptography in Quantum Era' Organized by University College of Engineering, Kancheepuram, Tamilnadu, 24- 31 Dec 2021. 

Attended FDP on " Robotics and Artificial Intelligence", Organized by AICTE Training and Learning(ATAL) Academy at Lakireddy Bali Reddy College of Engineering and Technology, Ropar, 07-11 Feb 2022 

Attended, AICTE-ISTE sponsored Induction/Refresher Programme on 'Digital Manufacturing' Organized by PSNA College of Engineering and Technology, Coimbatore, 09- 15 Dec 2021.

Attended FDP on " Machine Learning Applications on Image Processing ", Organized by AICTE Training and Learning(ATAL) Academy at Nagarjuna College of Engineering and Technology, Ropar, 17-21 Jan 2022 

Attended FDP on " Topics in Hardware Security", Organized by AICTE Training and Learning(ATAL) Academy at Indian Institute of Technology, Ropar, 27-31 Dec 2021 

Attended, AICTE-ISTE sponsored Induction/Refresher Programme on 'Big Data xii Dr. Siva Subramanian R Analytics for Smart Grid' Organized by Sri Krishna College of Engineering and Technology, Coimbatore, 14- 20 Dec 2021 

Two day National Conference on “Theoretical Computer Science and Applications” on 25th and 26th September 2011 at B.S Abdur Rahman University, Chennai.

Academic Experience

Associate Professor, Dept of CSE, R.M.K College of Engineering and Technology, (Feb 2023 – May 2025)

Associate Professor, Dept of CSE, S.A Engineering College, (Feb 2022 – Feb 2023)

Assistant Professor, Dept of IT, Jawahar Engineering College (July 2013- Feb 2022)

Research Experience

Research Scholar, Dept of CSE, Sri Krishna College of Engineering and Technology, (July 2015-Jan 2022)

Computer Science Teachers Association (CSTA) 

International Association of Engineers member 312930(IAENG)

Indian Society for Technical Education LM-136232 (ISTE) 

IFERP Membership PROF-35974763

Alpha International Publication AIPH2024017.

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