Publications
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Journals
Engagement Detection and its Applications in Learning: A Tutorial and Selective Review |
IEEE Special Issue on Affective Computing, [in review] |
(draft) |
Affect Detection from Wearables in the 'Real' Wild: Fact, Fantasy, or Somewhere Inbetween? |
IEEE Intelligent Systems, 2022 |
(pdf) |
Toward Argument-based Fairness with an Application to AI-Enhanced Educational Assessments |
Journal of Educational Measurement, 2022 |
(pdf) |
TILES-2019, A Longitudinal Physiologic and Behavioral Data Set of Hospital Residents in an Intensive Care Unit |
Nature Scientific Data, 2022 |
(pdf) |
Toward Robust Stress Prediction in the Age of Wearables: Modeling Perceived Stress in a Longitudinal Study with Information Workers |
TAC, 2022 |
(draft) |
A Conceptual Framework for Investigating the Mitigating Machine Learning Bias |
AMPPS, 2022 |
(pdf) |
Integrating Psychometrics and Computing Perspectives on Bias and Fairness in Affective Computing: A Case Study of Automated Video Interviews |
SPM, 2021 |
(pdf) |
A Multimodal Analysis of Physical Activity, Sleep, and Work Shift in Nurses with Wearable Sensor Data |
Nature Scientific Reports, 2021 |
(pdf) |
Investigating Group-specific Models of Hospital Workers' Well-being: Implications for Algorithmic Bias |
IJSC, 2020 |
(pdf) |
TILES-2018: A Longitudinal Physiologic and Behavioral Data Set of Hospital Workers |
Nature Scientific Data, 2020 |
(pdf) |
Generating Continuous-time Labels Using Triplet Embeddings: An Empirical Study |
PRL, 2019 |
(pdf) |
Multimodal Human and Environmental Sensing for Longitudinal Behavioral Studies in Naturalistic Settings: Framework for Sensor Selection, Deployment, and Management |
JMIR, 2019 |
(pdf) |
Conferences
Recurrence Quantification Analysis of Eye Gaze Dynamics During Team Collaboration |
LAK (accepted), 2023 |
(in press) |
Bias and Fairness in Multimodal Machine Learning: A Case Study of Automated Video Interviews |
ICMI, 2021 |
(pdf) |
Group-specific Models of Healthcare Workers' Well-being Using Iterative Participant Clustering |
TransAI, 2020 |
(pdf) |
Fifty Shades of Green: Towards a Robust Measure of Inter-annotator Agreement for Continuous Signals |
ICMI, 2020 |
(pdf) |
Dynamical Systems Modeling of Day-to-day Signal-based Patterns of Emotional Self-regulation and Stress Spillover in Highly-demanding Health Professions |
EMBC, 2020 |
(pdf) |
Trapezoidal Segment Sequencing: A Novel Approach for Fusion of Human-produced Continuous Annotations |
ICASSP, 2020 |
(pdf) |
Modeling Behavior as Mutual Dependency between Physiological Signals and Indoor Location in Large-Scale Wearable Sensor Study |
ICASSP, 2020 |
(pdf) |
Trapezoidal Segmented Regression: A Novel Continuous-scale Real-time Annotation Approximation Algorithm |
ACII, 2019 |
(pdf) |
Toward Robust Interpretable Human Movement Pattern Analysis in a Workplace Setting |
ICASSP, 2019 |
(pdf) |
Comparison of Heart Rate Measurement Between the Fitbit Charge 2 and OMSignal Smart Garments: A Free Living Study. |
SBM, 2019 |
(pdf) |
Fusing Annotations with Majority Vote Triplet Embeddings (AVEC 2018 GES Challenge Winner) |
AVEC Workshop, 2018 |
(pdf) |
An Evaluation of EEG-based Metrics for Engagement Assessment of Distance Learners |
EMBC, 2018 |
(pdf) |
TILES Audio Recorder: An unobtrusive wearable solution to track audio activity (patent pending) |
WearSys, 2018 |
(pdf) |
A Novel Method for Human Bias Correction of Continuous-time Annotations |
ICASSP, 2018 |
|
Toward Active and Unobtrusive Engagement Assessment of Distance Learners |
ACII, 2017 |
(pdf) |
AVEC Workshop, 2016 |
(pdf) |
|
Automatic Estimation of Perceived Sincerity From Spoken Language |
Interspeech, 2016 |
(pdf) |
Books
Unreal Tournament Game Programming for Teens |
Cengage Learning, 2007 |
(url) |
Patents
TILES Audio Recorder |
(patent pending) |
|
Unpublished
| Towards A Superior Colliculus-Only Saccade Control Model For Direct and Curved Saccade Trajectories, 2015 |
| Designing an Overlay Network for Modern Mobile Computers, 2011 |