| Combining multiple qeeg features to estimate drug-independent sedation level using machine learning SB Nagaraj, SM Ramaswamy, MMR Struys US Patent App. 16/784,067, 2020 | 282 | 2020 |
| Electroencephalogram based detection of deep sedation in ICU patients using atomic decomposition SB Nagaraj, LM McClain, EJ Boyle, DW Zhou, SM Ramaswamy, S Biswal, ... IEEE Transactions on Biomedical Engineering 65 (12), 2684-2691, 2018 | 33 | 2018 |
| Dexmedetomidine-induced deep sedation mimics non-rapid eye movement stage 3 sleep: large-scale validation using machine learning SM Ramaswamy, MAS Weerink, MMRF Struys, SB Nagaraj Sleep 44 (2), zsaa167, 2021 | 28 | 2021 |
| Novel drug-independent sedation level estimation based on machine learning of quantitative frontal electroencephalogram features in healthy volunteers SM Ramaswamy, MH Kuizenga, MAS Weerink, HEM Vereecke, ... British Journal of Anaesthesia 123 (4), 479-487, 2019 | 22 | 2019 |
| Predicting deep hypnotic state from sleep brain rhythms using deep learning: A data-repurposing approach SB Nagaraj, SM Ramaswamy, MAS Weerink, MMRF Struys Anesthesia & Analgesia 130 (5), 1211-1221, 2020 | 19 | 2020 |
| Heart rate variability as a biomarker for sedation depth estimation in ICU patients SB Nagaraj, SM Ramaswamy, S Biswal, EJ Boyle, DW Zhou, LM Mcclain, ... 2016 38th Annual International Conference of the IEEE Engineering in …, 2016 | 5 | 2016 |
| Frontal electroencephalogram based drug, sex, and age independent sedation level prediction using non-linear machine learning algorithms SM Ramaswamy, MH Kuizenga, MAS Weerink, HEM Vereecke, M Struys, ... Journal of clinical monitoring and computing, 1-10, 2020 | 4 | 2020 |
| Do all sedatives promote biological sleep electroencephalogram patterns? A machine learning framework to identify biological sleep promoting sedatives using electroencephalogram SM Ramaswamy, MH Kuizenga, MAS Weerink, HEM Vereecke, ... Plos one 19 (7), e0304413, 2024 | | 2024 |
| Study of Anesthetic Induced Dynamic Changes in Electroencephalogram using Artificial Intelligence: application to sedation monitoring and sleep study SM Ramaswamy | | 2023 |
| Machine Learning Based Drug Independfent Sedation Level Monitoring Using Frontal Electroencephalogram SM Ramaswamy, MH Kuizenga, MA Weerink, H Vereecke, MM Struys, ... | | |
| Heartbeats Based Biometric Random Binary Sequences Generation to Secure Wireless Body Sensor Networks............................ S. Pirbhulal, H. Zhang, W. Wu, SC Mukhopadhyay … SB Nagaraj, LM McClain, EJ Boyle, DW Zhou, SM Ramaswamy, S Biswal, ... | | |
