Journal

• TinyTNAS: Time-Bound, GPU-Independent Hardware-Aware Neural Architecture Search for TinyML Time Series Classification by Saha B., Samanta R. , Roy R. B., Ghosh S. K. IEEE Embedded Systems Letters – (2025)
• Personalized Human Activity Recognition: Real-Time On-Device Training and Inference by Saha B., Samanta R. , Roy R. B., Chakraborty C. , Ghosh S. K. IEEE Consumer Electronics Magazine 14 84-89 (2025)
• Real-time prediction of smoking activity using machine learning based multi-class classification model by Thakur S.S., Poddar P., Roy R.B. Multimedia Tools and Applications – (2022)
• Eliciting key attributes of health insurance in rural India: a qualitative analysis by Zuhair M., Zhou F. , Pratap S. , Roy R. SN Business & Economics 2 1-23 (2022)
• Eliciting relative preferences for the attributes of health insurance schemes among rural consumers in India by Zuhair M., Roy R.B. International Journal of Health Economics and Management – (2022)
• Clinical Notes Mining for Post Discharge Mortality Prediction by Kumar V., Bajpai R. , Roy R. B. IETE Technical Review 1-7 (2021)
• Predicting mental health using smart-phone usage and sensor data by Thakur S.S., Roy R.B. Journal of Ambient Intelligence and Humanized Computing – (2020)
• Sustainability of Healthcare Insurance in India: A Review of Health Insurance Scheme Launched by States in India by Zuhair M., Roy R. B. International Journal of Health and Medical Engineering 13 389-394 (2019)
• Artificial-Intelligence-Based Prediction of Clinical Events among Hemodialysis Patients Using Non-Contact Sensor Data by Thakur S. S., Abdul S. S., Chiu H. , Roy R. B., Huang P. , Malwade S. , Nursetyo A. A., Li Y. Sensors 18 01-16 (2018)
• Who do the women trust for maternity care: A knowledge network-based study in rural India by Amrita A., Roy R. B. Health Information Management Journal – (2018)
• The socio-economic determinants for utilization of antenatal care and child vaccination in India by Zuhair M., Roy R. B. Asia Pacific Journal of Public Health 29 649-659 (2017)
• Equity-Constrained Dispatching Models for Emergency Medical Services by K. S. V., Roy R. B. Team Performance Management 23 28-45 (2017)
• A Social Network Approach to Change Detection in the Interdependence Structure of Global Stock Markets by Roy R. B., Sarkar U. K. Social Network Analysis and Mining 3 269-283 (2013)

Conferences

• Efficiency Redefined: Impact of Reducing Data Acquisition Rate for Optimized TinyML in Resource-Constrained IoT Devices by Saha B., Samanta R., Ghosh S.K., Roy R.B. International Conference on Communication Systems and Networks, COMSNETS 842-846 (2025)
• Enhancing Horticulture Field Security: Intruder Detection Utilizing Wi-Fi-CSI Technology with ESP32 Modules by Sen P.K., Sharad M., Roy R.B. Communications in Computer and Information Science 2207 CCIS 24-33 (2025)
• Eyes on You: TinyML-Powered On-Device Face Tracking for Low-Cost, Low-Power, Secure MCU Environments by Samanta R., Saha B., Ghosh S.K., Roy R.B. International Conference on Communication Systems and Networks, COMSNETS 1368-1370 (2025)
• TinyML-Powered Gesture Wizardry: Low-Cost, Low-Power Two-Stage CNN for Static Hand Gesture Classification on MCU in Appliance Control by Saha B., Samanta R., Ghosh S.K., Roy R.B. Proceedings of 4th International Conference on AI-ML Systems, AIMLSystems 2024 – (2025)
• Masstige or Counterfeit: Which Will BOP Prefer? by Bose A., Mukherjee S. , Roy R. B. ANZMAC 2024 – (2024)
• From Wrist to World: Harnessing Wearable IMU Sensors and TinyML to Enable Smart Environment Interactions by Saha B., Samanta R. , Ghosh S. K., Roy R. B. International Conference on AI-ML Systems – (2023)
• TinyML-Driven On-Device Personalized Human Activity Recognition and Auto-Deployment to Smart Bands by Saha B., Samanta R. , Ghosh S. K., Roy R. B. International Conference on AI-ML Systems – (2023)
• BandX : An Intelligent IoT-band for Human Activity Recognition based on TinyML by Saha B., Samanta R., Ghosh S., Roy R.B. ACM International Conference Proceeding Series 284-285 (2023)
• Prediction of clinical events in hemodialysis patients using an artificial neural network by Putra F.R., Nursetyo A.A., Thakur S.S., Roy R.B., Syed-Abdul S., Malwade S., Lia Y.-C. Studies in Health Technology and Informatics 264 1570-1571 (2019)
• A mobile app based smoking cessation assistance using automated detection of smoking activity by Thakur S. S., Roy R. B. ACM India Joint International Conference on Data Science and Management of Data 352-355 (2018)
• Comparing the Long-term Health Impact of Increasing Cigarette Price and Raising the Legal Age of Smoking in India by Kumar S., Roy R. B. 62nd National Annual Conference of Indian Public Health Association (IPHACON 2018) – (2018)
• Configuring Service Production Function for Emergency Medical Services by K. S. V., Roy R. B., Lillrank P. M. INFORMS Healthcare 2017 – (2017)
• Designing Service Machine For Reducing Information Asymmetry In Health Insurance by Zuhair M., Roy R. B., Lillrank P. M. INFORMS Healthcare 2017 – (2017)
• Identifying and Managing Dilemmas for Sustainable Development of Rural India by Yadav A., Das A. K., Roy R. B., Chatterjee A. , Allen J. K., Mistree F. International Design Engineering Technical Conferences & Computers and Information in Engineering Conference IDETC/CIE 2017 1-17 (2017)
• Public Health Impact of Raising the Legal Age of Smoking in India by Kumar S., Roy R. B. XXI Annual Meeting of North Zone Indian Association of Preventive and Social Medicine 2017 – (2017)
• Modeling demand patterns of Emergency Medical Services in Rajasthan by K S. V., Roy R. B. Systems in Medicine and Biology (ICSMB) 87-90 (2016)
• Integrating Knowledge, Attitude and Practice in Decision Model for Maternity Care in Emerging Economy by Amrita A., Roy R. B. IEEE GHTC 71-78 (2015)
• A social network approach to examine the role of influential stocks in shaping interdependence structure in global stock markets by Roy R. B., Sarkar U. K. International Conference on Advances in Social Network Analysis and Mining (ASONAM) 567-569 (2011)
• Identifying influential stock indices from global stock markets: A social network analysis approach by Roy R. B., Sarkar U. K. Int. conf. on Ambient Systems, Networks and Technologies, Canada 442-449 (2011)

Workshop

• Machine Learning for the Prediction of Life Expectancy of Heart Transplant Patients by Praharaj I., Chaudhary P. , Roy R. B. 14th Women in Machine Learning Workshop (WiML 2019) 1-1 (2019)

Book Chapter

• Advances in Intelligent Systems and Computing, Vol 798 by Thakur S. S., Roy R. B. Smartphone-Based Ubiquitous Data Sensing and Analysis for Personalized Preventive Care: A Conceptual Framework 119-132 (2019)
• Lecture Notes in Computer Science 7867 by Roy R. B., Sarkar U. K. Identifying dominant economic sectors and stock markets: A social network mining approach 59-70 (2013)

Book

• Designing Service Machines: Translating Principles of System Science to Service Design by Roy R. B., Lillrank P. , Sreekanth V. , Torkki P. – (2018)