Detecting Signatures of Cocaine Using On-Body Sensors. - Annamalai Natarajan; Abhinav Parate; Edward Gaiser; Gustavo Angarita; Robert Malison; Benjamin M. Marlin; Deepak Ganesan (AMIA, 2013)

Detecting cocaine use with wearable electrocardiogram sensors. - Annamalai Natarajan; Abhinav Parate; Edward Gaiser; Gustavo Angarita; Robert Malison; Benjamin M. Marlin; Deepak Ganesan (UbiComp, 2013)

Conditional random fields for morphological analysis of wireless ECG signals. - Annamalai Natarajan; Edward Gaiser; Gustavo Angarita; Robert Malison; Deepak Ganesan; Benjamin M. Marlin (BCB, 2014)

Detecting divisions of the autonomic nervous system using wearables. - Annamalai Natarajan; Kevin S. Xu 001; Brian Eriksson (EMBC, 2016)

Domain adaptation methods for improving lab-to-field generalization of cocaine detection using wearable ECG. - Annamalai Natarajan; Gustavo Angarita; Edward Gaiser; Robert Malison; Deepak Ganesan; Benjamin M. Marlin (UbiComp, 2016)

Parsing wireless electrocardiogram signals with context free grammar conditional random fields. - Thai Nguyen; Roy J. Adams; Annamalai Natarajan; Benjamin M. Marlin (Wireless Health, 2016)

Hierarchical Active Learning for Model Personalization in the Presence of Label Scarcity. - Annamalai Natarajan; Deepak Ganesan; Benjamin M. Marlin (BSN, 2019)

A Multi-Task Imputation and Classification Neural Architecture for Early Prediction of Sepsis from Multivariate Clinical Time Series. - Yale Chang; Jonathan Rubin; Gregory Boverman; Shruti Vij; Asif Rahman; Annamalai Natarajan; Saman Parvaneh (CinC, 2019)

On-body Sensing of Cocaine Craving, Euphoria and Drug-Seeking Behavior Using Cardiac and Respiratory Signals. - Bhanuteja Gullapalli; Annamalai Natarajan; Gustavo A. Angarita; Robert Malison; Deepak Ganesan; Tauhidur Rahman (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019)

A Wide and Deep Transformer Neural Network for 12-Lead ECG Classification. - Annamalai Natarajan; Yale Chang; Sara Mariani; Asif Rahman; Gregory Boverman; Shruti Vij; Jonathan Rubin (CinC, 2020)

Convolution-Free Waveform Transformers for Multi-Lead ECG Classification. - Annamalai Natarajan; Gregory Boverman; Yale Chang; Corneliu Antonescu; Jonathan Rubin (CinC, 2021)