Publications

2022

Wu, Congyu; McMahon, Megan; Fritz, Hagen; Schnyer, David M

Circadian Rhythms Are Not Captured Equal: Exploring Circadian metrics extracted by different computational methods from smartphone accelerometer and GPS sensors in daily life tracking Journal Article

In: Digital Health, vol. 8, pp. 20552076221114201, 2022.

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Wu, Congyu; Fisher, Aaron; Schnyer, David

Gaussian Latent Dirichlet Allocation for Discrete Human State Discovery Journal Article

In: arXiv preprint arXiv:2206.14233, 2022.

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Fritz, Hagen; Kinney, Kerry A; Wu, Congyu; Schnyer, David M; Nagy, Zoltan

Data fusion of mobile and environmental sensing devices to understand the effect of the indoor environment on measured and self-reported sleep quality Journal Article

In: Building and Environment, vol. 214, pp. 108835, 2022.

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2021

Wu, Congyu; Fritz, Hagen; Craddock, Cameron; Kinney, Kerry Ann; Castelli, Darla M; Schnyer, David M

Exploring Post COVID-19 Outbreak Intradaily Mobility Pattern Change in College Students: a GPS-focused Smartphone Sensing Study Journal Article

In: Frontiers in Digital Health, pp. 169, 2021.

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Fritz, Hagen; Wu, Congyu; Kinney, Kerry; Nagy, Zoltan

Comparison of machine learning methods to predict sleep quality from daytime activity and nightly bedroom environmental conditions Inproceedings

In: Proceedings of the 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, pp. 222–223, 2021.

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Wu, Congyu; Fritz, Hagen; Bastami, Sepehr; Maestre, Juan P; Thomaz, Edison; Julien, Christine; Castelli, Darla M; Barbaro, Kaya; Bearman, Sarah Kate; Harari, Gabriella M; others,

Multi-modal data collection for measuring health, behavior, and living environment of large-scale participant cohorts Journal Article

In: GigaScience, vol. 10, no. 6, pp. giab044, 2021.

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Wu, Congyu

Connections between Relational Event Model and Inverse Reinforcement Learning for Characterizing Group Interaction Sequences Journal Article

In: IEEE Transactions on Computational Social Systems, 2021.

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Wu, Congyu; Barczyk, Amanda N; Craddock, R Cameron; Harari, Gabriella M; Thomaz, Edison; Shumake, Jason D; Beevers, Christopher G; Gosling, Samuel D; Schnyer, David M

Improving prediction of real-time loneliness and companionship type using geosocial features of personal smartphone data Journal Article

In: Smart Health, vol. 20, pp. 100180, 2021.

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2020

Mendu, Sanjana; Baglione, Anna; Baee, Sonia; Wu, Congyu; Ng, Brandon; Shaked, Adi; Clore, Gerald; Boukhechba, Mehdi; Barnes, Laura

A framework for understanding the relationship between social media discourse and mental health Journal Article

In: Proceedings of the ACM on Human-Computer Interaction, vol. 4, no. CSCW2, pp. 1–23, 2020.

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2019

Boukhechba, Mehdi; Cai, Lihua; Wu, Congyu; Barnes, Laura E

ActiPPG: using deep neural networks for activity recognition from wrist-worn photoplethysmography (PPG) sensors Journal Article

In: Smart Health, vol. 14, pp. 100082, 2019.

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Cai, Lihua; Boukhechba, Mehdi; Kaur, Navreet; Wu, Congyu; Barnes, Laura E; Gerber, Matthew S

Adaptive passive mobile sensing using reinforcement learning Inproceedings

In: 2019 IEEE 20th International Symposium on" A World of Wireless, Mobile and Multimedia Networks"(WoWMoM), pp. 1–6, IEEE 2019.

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Mendu, Sanjana; Boukhechba, Mehdi; Baglione, Anna; Baee, Sonia; Wu, Congyu; Barnes, Laura

SocialText: A framework for understanding the relationship between digital communication patterns and mental health Inproceedings

In: 2019 IEEE 13th international conference on semantic computing (ICSC), pp. 428–433, IEEE 2019.

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2018

Wu, Congyu; Boukhechba, Mehdi; Cai, Lihua; Barnes, Laura E; Gerber, Matthew S

Improving momentary stress measurement and prediction with bluetooth encounter networks Journal Article

In: Smart Health, vol. 9, pp. 219–231, 2018.

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Wu, Congyu; Cai, Lihua; Gerber, Matthew S; Boukhechba, Mehdi; Barnes, Laura E

Vector space representation of bluetooth encounters for mental health inference Inproceedings

In: Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers, pp. 1691–1699, 2018.

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Cai, Lihua; Boukhechba, Mehdi; Wu, Congyu; Chow, Philip I; Teachman, Bethany A; Barnes, Laura E; Gerber, Matthew S

State affect recognition using smartphone sensing data Inproceedings

In: Proceedings of the 2018 IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies, pp. 120–125, 2018.

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2017

Wu, Congyu; Gerber, Matthew S

Forecasting civil unrest using social media and protest participation theory Journal Article

In: IEEE Transactions on Computational Social Systems, vol. 5, no. 1, pp. 82–94, 2017.

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Cai, Lihua; Wu, Congyu; Meimandi, Kiana J; Gerber, Matthew S

Adaptive mobile behavior change intervention using reinforcement learning Inproceedings

In: 2017 International Conference on Companion Technology (ICCT), pp. 1–2, IEEE 2017.

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