@article{pistrosch2026affect,title={Affect Decoding in Phonated and Silent Speech Production from Surface EMG},author={Pistrosch, Simon and Avramidis, Kleanthis and Feng, Tiantian and Lee, Jihwan and Gonzalez-Machorro, Monica and Narayanan, Shrikanth and Schuller, Bj{\"o}rn W},journal={arXiv preprint arXiv:2603.11715},year={2026},topics={speech, emg},}
arXiv
SpeechWearables
VoxCare: Studying Natural Communication Behaviors of Hospital Caregivers through Wearable Sensing of Egocentric Audio
@article{feng2026voxcare,title={VoxCare: Studying Natural Communication Behaviors of Hospital Caregivers through Wearable Sensing of Egocentric Audio},author={Feng, Tiantian and Avramidis, Kleanthis and Xu, Anfeng and Wang, Deqi and Booth, Brandon M and Narayanan, Shrikanth},journal={arXiv preprint arXiv:2603.10888},year={2026},topics={speech, wearables},}
Ophthalmology Sc.
Eye TrackingOphthalmology
Generative Artificial Intelligence (AI)-enabled Saliency analysis of Eye Tracking in Cerebral/Cortical Visual Impairment (SET-CVI)
Kate Matsunaga, Kleanthis Avramidis, Mark S Borchert, Shrikanth Narayanan, Melinda Y Chang
@article{matsunaga2026generative,title={Generative Artificial Intelligence (AI)-enabled Saliency analysis of Eye Tracking in Cerebral/Cortical Visual Impairment (SET-CVI)},author={Matsunaga, Kate and Avramidis, Kleanthis and Borchert, Mark S and Narayanan, Shrikanth and Chang, Melinda Y},journal={Ophthalmology Science},pages={101081},year={2026},publisher={Elsevier},topics={eye-tracking, ophthalmology},}
ICASSP 2026
Eye TrackingMental Health
Encoding Emotion Through Self-Supervised Eye Movement Reconstruction
Marcus Ma, Jordan Prescott, Emily Zhou, Tiantian Feng, Kleanthis Avramidis, Gabor Mihaly Toth, Shrikanth Narayanan
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026
@article{ma2026encoding,title={Encoding Emotion Through Self-Supervised Eye Movement Reconstruction},author={Ma, Marcus and Prescott, Jordan and Zhou, Emily and Feng, Tiantian and Avramidis, Kleanthis and Toth, Gabor Mihaly and Narayanan, Shrikanth},journal={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},year={2026},topics={eye-tracking, mental-health},}
ICASSP 2026
Mental HealthWearables
A Point Process Model of Skin Conductance Responses in a Stroop Task for Predicting Depression and Suicidal Ideation
Kleanthis Avramidis, Myzelle Hughes, Idan A Blank, Dani Byrd, Assal Habibi, Takfarinas Medani, Richard M Leahy, Shrikanth Narayanan
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2026
@article{avramidis2025point,title={A Point Process Model of Skin Conductance Responses in a Stroop Task for Predicting Depression and Suicidal Ideation},author={Avramidis, Kleanthis and Hughes, Myzelle and Blank, Idan A and Byrd, Dani and Habibi, Assal and Medani, Takfarinas and Leahy, Richard M and Narayanan, Shrikanth},journal={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},year={2026},topics={mental-health, wearables},}
arXiv
SpeechEEGEMG
An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Production
Jihwan Lee, Parsa Razmara, Kevin Huang, Sean Foley, Aditya Kommineni, Haley Hsu, Woojae Jeong, Prakash Kumar, Xuan Shi, Yoonjeong Lee, others
@article{lee2026approach,title={An Approach to Simultaneous Acquisition of Real-Time MRI Video, EEG, and Surface EMG for Articulatory, Brain, and Muscle Activity During Speech Production},author={Lee, Jihwan and Razmara, Parsa and Huang, Kevin and Foley, Sean and Kommineni, Aditya and Hsu, Haley and Jeong, Woojae and Kumar, Prakash and Shi, Xuan and Lee, Yoonjeong and others},journal={arXiv preprint arXiv:2603.04840},year={2026},topics={speech, eeg, emg},}
Trans. Psychiatry
EEGMental Health
Neural Responses to Affective Sentences Reveal Signatures of Depression
Aditya Kommineni, Woojae Jeong, Kleanthis Avramidis, Colin McDaniel, Myzelle Hughes, Thomas McGee, Elsi Kaiser, Kristina Lerman, Idan A Blank, Dani Byrd, others
@article{kommineni2025neural,title={Neural Responses to Affective Sentences Reveal Signatures of Depression},author={Kommineni, Aditya and Jeong, Woojae and Avramidis, Kleanthis and McDaniel, Colin and Hughes, Myzelle and McGee, Thomas and Kaiser, Elsi and Lerman, Kristina and Blank, Idan A and Byrd, Dani and others},journal={Translational Psychiatry},year={2026},topics={eeg, mental-health},}
npj Dig. Medicine
Eye TrackingMental Health
Deep learning characterizes depression and suicidal ideation in young adults from eye movements
Kleanthis Avramidis, Woojae Jeong, Aditya Kommineni, Sudarsana R Kadiri, Marcus Ma, Colin McDaniel, Myzelle Hughes, Thomas McGee, Elsi Kaiser, Dani Byrd, others
@article{avramidis2026deep,title={Deep learning characterizes depression and suicidal ideation in young adults from eye movements},author={Avramidis, Kleanthis and Jeong, Woojae and Kommineni, Aditya and Kadiri, Sudarsana R and Ma, Marcus and McDaniel, Colin and Hughes, Myzelle and McGee, Thomas and Kaiser, Elsi and Byrd, Dani and others},journal={npj Digital Medicine},year={2026},publisher={Nature Publishing Group UK London},topics={eye-tracking, mental-health},}
2025
arXiv
EEGEMG
Neural codecs as biosignal tokenizers
Kleanthis Avramidis, Tiantian Feng, Woojae Jeong, Jihwan Lee, Wenhui Cui, Richard M Leahy, Shrikanth Narayanan
@article{avramidis2025neural,title={Neural codecs as biosignal tokenizers},author={Avramidis, Kleanthis and Feng, Tiantian and Jeong, Woojae and Lee, Jihwan and Cui, Wenhui and Leahy, Richard M and Narayanan, Shrikanth},journal={arXiv preprint arXiv:2510.09095},year={2025},topics={eeg, emg},}
arXiv
Mental HealthWearables
Estimating Markers of Driving Stress through Multimodal Physiological Monitoring
Kleanthis Avramidis, Emily Zhou, Tiantian Feng, Hossein Hamidi Shishavan, Frederico Marcolino Quintao Severgnini, Danny J Lohan, Paul Schmalenberg, Ercan M Dede, Shrikanth Narayanan
@article{avramidis2025estimating,title={Estimating Markers of Driving Stress through Multimodal Physiological Monitoring},author={Avramidis, Kleanthis and Zhou, Emily and Feng, Tiantian and Shishavan, Hossein Hamidi and Severgnini, Frederico Marcolino Quintao and Lohan, Danny J and Schmalenberg, Paul and Dede, Ercan M and Narayanan, Shrikanth},journal={arXiv preprint arXiv:2507.14146},year={2025},topics={mental-health, wearables},}
Interspeech 2025
SpeechEMG
Articulatory Feature Prediction from Surface EMG during Speech Production
Jihwan Lee, Kevin Huang, Kleanthis Avramidis, Simon Pistrosch, Monica Gonzalez-Machorro, Yoonjeong Lee, Björn Schuller, Louis Goldstein, Shrikanth Narayanan
@article{lee2025articulatory,title={Articulatory Feature Prediction from Surface EMG during Speech Production},author={Lee, Jihwan and Huang, Kevin and Avramidis, Kleanthis and Pistrosch, Simon and Gonzalez-Machorro, Monica and Lee, Yoonjeong and Schuller, Bj{\"o}rn and Goldstein, Louis and Narayanan, Shrikanth},journal={arXiv preprint arXiv:2505.13814},year={2025},topics={speech, emg},}
npj MHR
Mental HealthWearables
Developing personalized algorithms for sensing mental health symptoms in daily life
Adela C Timmons, Abdullah Aman Tutul, Kleanthis Avramidis, Jacqueline B Duong, Kayla E Carta, Sierra N Walters, Grace A Jumonville, Alyssa S Carrasco, Gabrielle F Freitag, Daniela N Romero, others
@article{timmons2025developing,title={Developing personalized algorithms for sensing mental health symptoms in daily life},author={Timmons, Adela C and Tutul, Abdullah Aman and Avramidis, Kleanthis and Duong, Jacqueline B and Carta, Kayla E and Walters, Sierra N and Jumonville, Grace A and Carrasco, Alyssa S and Freitag, Gabrielle F and Romero, Daniela N and others},journal={npj Mental Health Research},volume={4},number={1},pages={34},year={2025},publisher={Nature Publishing Group UK London},topics={mental-health, wearables},}
ICASSP 2025
SpeechEEG
Enhancing listened speech decoding from eeg via parallel phoneme sequence prediction
@inproceedings{lee2025enhancing,title={Enhancing listened speech decoding from eeg via parallel phoneme sequence prediction},author={Lee, Jihwan and Feng, Tiantian and Kommineni, Aditya and Kadiri, Sudarsana Reddy and Narayanan, Shrikanth},booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},pages={1--5},year={2025},organization={IEEE},topics={speech, eeg},}
OSF
Mental HealthDatasets
PRECOG: Comprehensive Experimental Design and Stimuli Protocol for Investigating Depression and Suicidal Ideation
@article{hughes2025precog,title={PRECOG: Comprehensive Experimental Design and Stimuli Protocol for Investigating Depression and Suicidal Ideation},author={Hughes, Myzelle and McDaniel, Colin and Medani, Takfarinas and Jeong, Woojae and Blank, Idan and Byrd, Dani and McGee, Thomas and Avramidis, Kleanthis and Kadiri, Sudarsana and Chinara, Chinmay and others},year={2025},journal={Open Science Framework},topics={mental-health, datasets},}
Journal
Eye TrackingOphthalmology
Method for Assessing Visual Saliency in Children with Cerebral/Cortical Visual Impairment (CVI) using Generative Artificial Intelligence (AI)
Kate Matsunaga, Kleanthis Avramidis, Mark S Borchert, Shrikanth Narayanan, Melinda Chang
@article{matsunaga-FrontierHumanNeuro25,author={Matsunaga, Kate and Avramidis, Kleanthis and Borchert, Mark S and Narayanan, Shrikanth and Chang, Melinda},title={Method for Assessing Visual Saliency in Children with Cerebral/Cortical Visual Impairment (CVI) using Generative Artificial Intelligence (AI)},journal={Frontiers in Human Neuroscience},year={2025},volume={18},pages={1506286},topics={eye-tracking, ophthalmology},}
2024
Interspeech
SpeechEEG
Toward Fully-End-to-End Listened Speech Decoding from EEG Signals
@article{lee2024toward,title={Toward Fully-End-to-End Listened Speech Decoding from EEG Signals},author={Lee, Jihwan and Kommineni, Aditya and Feng, Tiantian and Avramidis, Kleanthis and Shi, Xuan and Kadiri, Sudarsana and Narayanan, Shrikanth},journal={Interspeech},year={2024},topics={speech, eeg},}
CVPRW 2024
Ophthalmology
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization
Hong Nguyen, Hoang Nguyen, Melinda Y Chang, Hieu Pham, Shrikanth Narayanan, Michael Pazzani
CVPR Workshop on Domain adaptation, Explainability, Fairness in AI for Medical Image Analysis, 2024
@article{hong2024conpro,title={ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization},author={Nguyen, Hong and Nguyen, Hoang and Chang, Melinda Y and Pham, Hieu and Narayanan, Shrikanth and Pazzani, Michael},journal={CVPR Workshop on Domain adaptation, Explainability, Fairness in AI for Medical Image Analysis},year={2024},pages={5105--5112},topics={ophthalmology},}
Journal
Ophthalmology
Artificial Intelligence to Differentiate Pediatric Pseudopapilledema and True Papilledema on Fundus Photographs
Melinda Y Chang, Gena Heidary, Shannon Beres, Stacy L Pineles, Eric D Gaier, Ryan Gise, Mark Reid, Kleanthis Avramidis, Mohammad Rostami, Shrikanth Narayanan, others
@article{chang2024artificial,title={Artificial Intelligence to Differentiate Pediatric Pseudopapilledema and True Papilledema on Fundus Photographs},author={Chang, Melinda Y and Heidary, Gena and Beres, Shannon and Pineles, Stacy L and Gaier, Eric D and Gise, Ryan and Reid, Mark and Avramidis, Kleanthis and Rostami, Mohammad and Narayanan, Shrikanth and others},journal={Ophthalmology Science},pages={100496},year={2024},publisher={Elsevier},topics={ophthalmology},}
EMBC 2024
Mental HealthWearables
Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings
Tiantian Feng, and Shrikanth Narayanan
46th IEEE Engineering in Medicine and Biology Conference (EMBC), 2024
@article{feng2024understanding,title={Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings},author={Feng, Tiantian and Narayanan, Shrikanth},journal={46th IEEE Engineering in Medicine and Biology Conference (EMBC)},year={2024},publisher={IEEE},topics={mental-health, wearables},}
EMBC 2024
EEG
Knowledge-guided EEG Representation Learning
Aditya Kommineni, Kleanthis Avramidis, Richard Leahy, Shrikanth Narayanan
46th IEEE Engineering in Medicine and Biology Conference (EMBC), 2024
@article{kommineni2024knowledge,title={Knowledge-guided EEG Representation Learning},author={Kommineni, Aditya and Avramidis, Kleanthis and Leahy, Richard and Narayanan, Shrikanth},journal={46th IEEE Engineering in Medicine and Biology Conference (EMBC)},year={2024},topics={eeg},publisher={IEEE},}
EMBC 2024
Eye TrackingOphthalmology
Evaluating Atypical Gaze Patterns through Vision Models: The Case of Cortical Visual Impairment
Kleanthis Avramidis, Melinda Y Chang, Rahul Sharma, Mark S Borchert, Shrikanth Narayanan
46th IEEE Engineering in Medicine and Biology Conference (EMBC), 2024
@article{avramidis2024evaluating,title={Evaluating Atypical Gaze Patterns through Vision Models: The Case of Cortical Visual Impairment},author={Avramidis, Kleanthis and Chang, Melinda Y and Sharma, Rahul and Borchert, Mark S and Narayanan, Shrikanth},journal={46th IEEE Engineering in Medicine and Biology Conference (EMBC)},year={2024},publisher={IEEE},topics={eye-tracking, ophthalmology},}
2023
IEEE JBHI
Wearables
Scaling Representation Learning from Ubiquitous ECG with State-Space Models
@article{avramidis2023scaling,title={Scaling Representation Learning from Ubiquitous ECG with State-Space Models},author={Avramidis, Kleanthis and Kunc, Dominika and Perz, Bartosz and Adsul, Kranti and Feng, Tiantian and Kazienko, Przemys{\l}aw and Saganowski, Stanis{\l}aw and Narayanan, Shrikanth},journal={IEEE Journal of Biomedical and Health Informatics},year={2023},topics={wearables},}
ICASSP 2023
Mental HealthWearables
Signal Processing Grand Challenge 2023 - E-Prevention: Sleep Behavior as an Indicator of Relapses in Psychotic Patients
@inproceedings{10096044,author={Avramidis, Kleanthis and Adsul, Kranti and Bose, Digbalay and Narayanan, Shrikanth},booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},title={Signal Processing Grand Challenge 2023 - E-Prevention: Sleep Behavior as an Indicator of Relapses in Psychotic Patients},year={2023},pages={1-2},doi={10.1109/ICASSP49357.2023.10096044},topics={mental-health, wearables},}
ICASSP 2023
Wearables
Toward privacy-enhancing ambulatory-based well-being monitoring: Investigating user re-identification risk in multimodal data
@inproceedings{Privacy-TILES-ICASSP2023,title={Toward privacy-enhancing ambulatory-based well-being monitoring: Investigating user re-identification risk in multimodal data},author={Pranjal, Ravi and Seshadri, Ranjana and Kadaba, Rakesh Kumar Sanath Kumar and Feng, Tiantian and Narayanan, Shrikanth and Chaspari, Theodora},booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},year={2023},pages={1--5},topics={wearables},}
ICASSP 2023
Mental HealthWearables
Multimodal Estimation of Change Points of Physiological Arousal in Drivers
@inproceedings{Kleanthis-AmbientAI-Wkshp-ICASSP23,author={Avramidis, Kleanthis and Feng, Tiantian and Bose, Digbalay and Narayanan, Shrikanth},booktitle={Ambient AI Workshop: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},title={Multimodal Estimation of Change Points of Physiological Arousal in Drivers},year={2023},pages={1-5},topics={mental-health, wearables},}
Journal
Mental HealthWearables
Wearable and Mobile Technologies for the Evaluation and Treatment of Obsessive-Compulsive Disorder: Scoping Review
Adam C Frank, Ruibei Li, Bradley S Peterson, Shrikanth S Narayanan
@article{frank2023wearable,title={Wearable and Mobile Technologies for the Evaluation and Treatment of Obsessive-Compulsive Disorder: Scoping Review},author={Frank, Adam C and Li, Ruibei and Peterson, Bradley S and Narayanan, Shrikanth S},journal={JMIR Mental Health},volume={10},pages={e45572},year={2023},doi={10.2196/45572},publisher={JMIR Publications Toronto, Canada},topics={mental-health, wearables},}
Journal
Mental HealthWearables
Modeling inter-individual differences in ambulatory-based multimodal signals via metric learning: a case study of personalized well-being estimation of healthcare workers
Projna Paromita, Karel Mundnich, Amrutha Nadarajan, Brandon M Booth, Shrikanth S Narayanan, Theodora Chaspari
@article{paromita2023modeling,title={Modeling inter-individual differences in ambulatory-based multimodal signals via metric learning: a case study of personalized well-being estimation of healthcare workers},author={Paromita, Projna and Mundnich, Karel and Nadarajan, Amrutha and Booth, Brandon M and Narayanan, Shrikanth S and Chaspari, Theodora},journal={Frontiers in Digital Health},volume={5},pages={1195795},year={2023},doi={10.3389/fdgth.2023.1195795},publisher={Frontiers},topics={mental-health, wearables},}
Journal
Mental HealthWearables
Relationship Satisfaction, Feelings of Closeness and Annoyance, and Linkage in Electrodermal Activity
Adela C Timmons, Sohyun C Han, Theodora Chaspari, Yehsong Kim, Shrikanth Narayanan, Jacqueline B Duong, Natalia Simo Fiallo, Gayla Margolin
@article{timmons2023relationship,title={Relationship Satisfaction, Feelings of Closeness and Annoyance, and Linkage in Electrodermal Activity},author={Timmons, Adela C and Han, Sohyun C and Chaspari, Theodora and Kim, Yehsong and Narayanan, Shrikanth and Duong, Jacqueline B and Simo Fiallo, Natalia and Margolin, Gayla},journal={Emotion},volume={23},number={7},pages={1815--1828},year={2023},doi={10.1037/emo0001201},publisher={American Psychological Association},topics={mental-health, wearables},}
Journal
Mental HealthWearablesDatasets
SocialBit: protocol for a prospective observational study to validate a wearable social sensor for stroke survivors with diverse neurological abilities
Kelly White, Samuel Tate, Ross Zafonte, Shrikanth Narayanan, Matthias R Mehl, Min Shin, Amar Dhand
@article{Whitee076297,author={White, Kelly and Tate, Samuel and Zafonte, Ross and Narayanan, Shrikanth and Mehl, Matthias R and Shin, Min and Dhand, Amar},title={SocialBit: protocol for a prospective observational study to validate a wearable social sensor for stroke survivors with diverse neurological abilities},volume={13},number={8},year={2023},doi={10.1136/bmjopen-2023-076297},publisher={British Medical Journal Publishing Group},issn={2044-6055},journal={British Medical Journal (BMJ) Open},topics={datasets, mental-health, wearables},}
Journal
WearablesDatasets
Multimodal neuroimaging data from a 5-week heart rate variability biofeedback randomized clinical trial
@article{yoo2023multimodal,title={Multimodal neuroimaging data from a 5-week heart rate variability biofeedback randomized clinical trial},author={Yoo, Hyun Joo and Nashiro, Kaoru and Min, Jungwon and Cho, Christine and Mercer, Noah and Bachman, Shelby L and Nasseri, Padideh and Dutt, Shubir and Porat, Shai and Choi, Paul and others},journal={Scientific Data},volume={10},number={1},pages={503},year={2023},doi={10.1038/s41597-023-02396-5},publisher={Nature Publishing Group UK London},topics={datasets, wearables},}
2022
ICIP 2022
Ophthalmology
Automating Detection of Papilledema in Pediatric Fundus Images with Explainable Machine Learning
Kleanthis Avramidis, Mohammad Rostami, Melinda Chang, Shrikanth Narayanan
In IEEE International Conference on Image Processing (ICIP), 2022
@inproceedings{avramidis2022automating,title={Automating Detection of Papilledema in Pediatric Fundus Images with Explainable Machine Learning},author={Avramidis, Kleanthis and Rostami, Mohammad and Chang, Melinda and Narayanan, Shrikanth},booktitle={IEEE International Conference on Image Processing (ICIP)},pages={3973--3977},year={2022},doi={10.1109/ICIP46576.2022.9897529},organization={IEEE},topics={ophthalmology},}
Journal
Datasets
Automatic Analysis of Asymmetry in Facial Paralysis Patients Using Landmark-Based Measures
Digbalay Bose, Krishna Somandepalli, Tymon Tai, Courtney Voelker, Shrikanth Narayanan, Amit Kochhar
@article{bose2022FPSAM,author={Bose, Digbalay and Somandepalli, Krishna and Tai, Tymon and Voelker, Courtney and Narayanan, Shrikanth and Kochhar, Amit},title={Automatic Analysis of Asymmetry in Facial Paralysis Patients Using Landmark-Based Measures},journal={Facial Plastic Surgery & Aesthetic Medicine},year={2022},doi={10.1089/fpsam.2021.0247},topics={datasets},}
Journal
Mental HealthWearables
Increasing coordination and responsivity of emotion-related brain regions with a heart rate variability biofeedback randomized trial
Kaoru Nashiro, Jungwon Min, Hyun Joo Yoo, Christine Cho, Shelby L Bachman, Shubir Dutt, Julian F Thayer, Paul M Lehrer, Tiantian Feng, Noah Mercer, Padideh Nasseri, Diana Wang, Catie Chang, Vasilis Marmarelis, Shrikanth Narayanan, Daniel Nation, Mara Mather
@article{nashiro2022increasing,title={Increasing coordination and responsivity of emotion-related brain regions with a heart rate variability biofeedback randomized trial},author={Nashiro, Kaoru and Min, Jungwon and Yoo, Hyun Joo and Cho, Christine and Bachman, Shelby L and Dutt, Shubir and Thayer, Julian F and Lehrer, Paul M and Feng, Tiantian and Mercer, Noah and Nasseri, Padideh and Wang, Diana and Chang, Catie and Marmarelis, Vasilis and Narayanan, Shrikanth and Nation, Daniel and Mather, Mara},journal={Cognitive, Affective, & Behavioral Neuroscience},doi={10.3758/s13415-022-01032-w},pages={1--18},year={2022},publisher={Springer},topics={mental-health, wearables},}
2019
ACM MM
EEGMental HealthWearables
A multimodal view into music’s effect on human neural, physiological, and emotional experience
Timothy Greer, Benjamin Ma, Matthew Sachs, Assal Habibi, Shrikanth Narayanan
In Proc. 27th ACM International Conference on Multimedia, 2019
@inproceedings{greer2019multimodal,title={A multimodal view into music's effect on human neural, physiological, and emotional experience},author={Greer, Timothy and Ma, Benjamin and Sachs, Matthew and Habibi, Assal and Narayanan, Shrikanth},booktitle={Proc. 27th ACM International Conference on Multimedia},pages={167--175},year={2019},topics={mental-health, eeg, wearables},}