Publications

Yun C Zhang and James M Rehg.
Watching the TV Watchers. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(2):88:1–88:27, July 2018. URL, DOI

Mashfiqui Rabbi, Meredith Philyaw Kotov, Rebecca Cunningham, Erin E Bonar, Inbal Nahum-Shani, Predrag Klasnja, Maureen Walton and Susan Murphy.
Toward Increasing Engagement in Substance Use Data Collection: Development of the Substance Abuse Research Assistant App and Protocol for a Microrandomized Trial Using Adolescents and Emerging Adults. JMIR Res Protoc 7(7):e166, July 2018. URL, DOI

Peter Jr J Polack, Shang-Tse Chen, Minsuk Kahng, Kaya DE Barbaro, Rahul Basole, Moushumi Sharmin and Duen Horng Chau.
Chronodes: Interactive Multifocus Exploration of Event Sequences.. ACM transactions on interactive intelligent systems 8, February 2018.

Jacqueline Kerr, Jordan Carlson, Suneeta Godbole, Lisa Cadmus-Bertram, John Bellettiere and Sheri Hartman.
Improving Hip-Worn Accelerometer Estimates of Sitting Using Machine Learning Methods.. Medicine and science in sports and exercise, February 2018.

Christine Vinci, Aaron Haslam, Cho Y Lam, Santosh Kumar and David W Wetter.
The use of ambulatory assessment in smoking cessation.. Addictive behaviors, February 2018.

TYSON CONDIE, ARIYAM DAS, MATTEO INTERLANDI, ALEXANDER SHKAPSKY, MOHAN YANG and CARLO ZANIOLO.
Scaling-up reasoning and advanced analytics on BigData. Theory and Practice of Logic Programming 18(5-6):806–845, 2018. DOI

Rummana Bari, Roy J Adams, Md. Mahbubur Rahman, Megan Battles Parsons, Eugene H Buder and Santosh Kumar.
rConverse: Moment by Moment Conversation Detection Using a Mobile Respiration Sensor. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(1):2:1–2:27, 2018. URL, DOI

Bo-Jhang Ho, Bharathan Balaji, Mehmet Koseoglu and Mani Srivastava.
Nurture: Notifying Users at the Right Time Using Reinforcement Learning. In Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers. 2018, 1194–1201. URL, DOI

Jeya Vikranth Jeyakumar, Eun Sun Lee, Zhengxu Xia, Sandeep Singh Sandha, Nathan Tausik and Mani Srivastava.
Deep Convolutional Bidirectional LSTM Based Transportation Mode Recognition. In Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers. 2018, 1606–1615. URL, DOI

Fred Hohman, Minsuk Kahng, Robert Pienta and Duen Horng Chau.
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers. arXiv abs/1801.06889, 2018. URL

Moustafa Alzantot, Bharathan Balaji and Mani B Srivastava.
Did you hear that? Adversarial Examples Against Automatic Speech Recognition. arXiv abs/1801.00554, 2018. URL

Daniel Almirall, Connie Kasari, Daniel F McCaffrey and Inbal Nahum-Shani.
Developing Optimized Adaptive Interventions in Education. Journal of Research on Educational Effectiveness 11(1):27-34, 2018. URL, DOI

Brook Luers, Predrag Klasnja and Susan Murphy.
Standardized Effect Sizes for Preventive Mobile Health Interventions in Micro-randomized Trials.. Prevention science : the official journal of the Society for Prevention Research, January 2018.

Kristjan Greenewald, Ambuj Tewari, Predrag Klasnja and Susan Murphy.
Action Centered Contextual Bandits.. Advances in neural information processing systems 30:5973-5981, December 2017.

Kumar Murphy SA S Dempsey W Liao P.
The stratified micro-randomized trial design: sample size considerations for testing nested causal effects of time-varying treatments. arXiv, November 2017. URL

Syed Monowar Hossain, Timothy Hnat, Nazir Saleheen, Nusrat Jahan Nasrin, Joseph Noor, Bo-Jhang Ho, Tyson Condie, Mani Srivastava and Santosh Kumar.
mCerebrum: An mHealth Software Platform for Development and Validation of Digital Biomarkers and Interventions. In The ACM Conference on Embedded Networked Sensor Systems (SenSys). November 2017. URL

Kimberly McAllister, Leah E Mechanic, Christopher Amos, Hugues Aschard, Ian A Blair, Nilanjan Chatterjee, David Conti, James W Gauderman, Li Hsu, Carolyn M Hutter, Marta M Jankowska, Jacqueline Kerr, Peter Kraft, Stephen B Montgomery, Bhramar Mukherjee, George J Papanicolaou, Chirag J Patel, Marylyn D Ritchie, Beate R Ritz, Duncan C Thomas, Peng Wei and John S Witte.
Current Challenges and New Opportunities for Gene-Environment Interaction Studies of Complex Diseases.. American journal of epidemiology 186:753-761, October 2017.

Chirag J Patel, Jacqueline Kerr, Duncan C Thomas, Bhramar Mukherjee, Beate Ritz, Nilanjan Chatterjee, Marta Jankowska, Juliette Madan, Margaret R Karagas, Kimberly A McAllister, Leah E Mechanic, Daniele M Fallin, Christine Ladd-Acosta, Ian A Blair, Susan L Teitelbaum and Christopher I Amos.
Opportunities and Challenges for Environmental Exposure Assessment in Population-Based Studies.. Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology 26:1370-1380, September 2017.

Longqi Yang, Cheng-Kang Hsieh, Hongjian Yang, John P Pollak, Nicola Dell, Serge Belongie, Curtis Cole and Deborah Estrin.
Yum-Me: A Personalized Nutrient-Based Meal Recommender System. ACM Trans. Inf. Syst. 36(1):7:1–7:31, July 2017. URL, DOI

Susan Murphy A Huitian Lei Ambuj Tewari.
An Actor-Critic Contextual Bandit Algorithm for Personalized Mobile Health Interventions. arXiv preprint, June 2017. URL

Inbal Nahum-Shani, John J Dziak and Linda M Collins.
Multilevel Factorial Designs With Experiment-Induced Clustering.. Psychological methods, April 2017.

Longqi Yang, Cheng-Kang Hsieh, Hongjian Yang, John P Pollak, Nicola Dell, Serge Belongie, Curtis Cole and Deborah Estrin.
Yum-Me: A Personalized Nutrient-Based Meal Recommender System. ACM Trans. Inf. Syst. 36(1):7:1–7:31, 2017. URL, DOI

Audrey Boruvka, Daniel Almirall, Katie Witkiewitz and Susan A Murphy.
Assessing Time-Varying Causal Effect Moderation in Mobile Health. Journal of the American Statistical Association 0(ja):0-0, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
From Ads to Interventions: Contextual Bandits in Mobile Health. pages 495–517, Springer International Publishing, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
From Markers to Interventions: The Case of Just-in-Time Stress Intervention. pages 411–433, Springer International Publishing, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
Design Lessons from a Micro-Randomized Pilot Study in Mobile Health. pages 59–82, Springer International Publishing, 2017. URL, DOI

Xi Lu Kevin Lynch James McKay David Oslin Daniel Almirall G R Inbal Nahum-Shani Ashkan Ertefaie.
A SMART Data Analysis Method for Constructing Adaptive Treatment Strategies for Substance Use Disorders. Addiction 112(5):901-909, 2017. URL, DOI

Mashfiqui Rabbi, Meredith Philyaw-Kotov, Jinseok Lee, Anthony Mansour, Laura Dent, Xiaolei Wang, Rebecca Cunningham, Erin Bonar, Inbal Nahum-Shani, Predrag Klasnja, Maureen Walton and Susan Murphy.
SARA: A Mobile App to Engage Users in Health Data Collection. In Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers. 2017, 781–789. URL, DOI

Dezhi Fang, Fred Hohman, Peter Polack, Hillol Sarker, Minsuk Kahng, Moushumi Sharmin, Mustafa and Duen Horng Chau.
mHealth Visual Discovery Dashboard. In Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers. 2017, 237–240. URL, DOI

Edison Thomaz, Abdelkareem Bedri, Temiloluwa Prioleau, Irfan Essa and Gregory D Abowd.
Exploring Symmetric and Asymmetric Bimanual Eating Detection with Inertial Sensors on the Wrist. In Proceedings of the 1st Workshop on Digital Biomarkers. 2017, 21–26. URL, DOI

Abdelkareem Bedri, Richard Li, Malcolm Haynes, Raj Prateek Kosaraju, Ishaan Grover, Temiloluwa Prioleau, Min Yan Beh, Mayank Goel, Thad Starner and Gregory Abowd.
EarBit: Using Wearable Sensors to Detect Eating Episodes in Unconstrained Environments. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 1(3):37:1–37:20, 2017. URL, DOI

Blake Wagner III, Elaine Liu, Steven D Shaw, Gleb Iakovlev, Linlu Zhou, Christina Harrington, Gregory Abowd, Carolyn Yoon, Santosh Kumar, Susan Murphy, Bonnie Spring and Inbal Nahum-Shani.
eWrapper: Operationalizing Engagement Strategies in mHealth. In Proceedings of the 2017 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2017 ACM International Symposium on Wearable Computers. 2017, 790–798. URL, DOI

Muhammad Ali Gulzar, Matteo Interlandi, Xueyuan Han, Mingda Li, Tyson Condie and Miryung Kim.
Automated Debugging in Data-intensive Scalable Computing. In Proceedings of the 2017 Symposium on Cloud Computing. 2017, 520–534. URL, DOI

Rostaminia Soha, Mayberry Addison, Ganesan Deepak, Marlin Benjamin and Gummeson Jeremy.
iLid: Low-power Sensing of Fatigue and Drowsiness Measures on a Computational Eyeglass. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 1(2):23:1–23:26, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
Learning Continuous-Time Hidden Markov Models for Event Data. pages 361–387, Springer International Publishing, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
Detecting Eating and Smoking Behaviors Using Smartwatches. pages 175–201, Springer International Publishing, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
A New Direction for Biosensing: RF Sensors for Monitoring Cardio-Pulmonary Function. pages 289–312, Springer International Publishing, 2017. URL, DOI

James M Rehg, Susan A Murphy and Santosh Kumar (eds.).
Modeling Opportunities in mHealth Cyber-Physical Systems. pages 443–453, Springer International Publishing, 2017. URL, DOI

Bo-Jhang Ho, Bharathan Balaji, Nima Nikzad and Mani Srivastava.
Emu: Engagement Modeling for User Studies. In UbiTtention 2017: 2nd International Workshop on Smart & Ambient Notification and Attention Management. 2017. URL

Timothy Hnat, Syed Hossain, Nasir Ali, Simona Carini, Tyson Condie, Ida Sim, Mani Srivastava and Santosh Kumar.
mCerebrum and Cerebral Cortex: A Real-time Collection, Analytic, and Intervention Platform for High-frequency Mobile Sensor Data. In AMIA (American Medical Informatics Association) 2017 Annual Symposium. 2017.

Matteo Interlandi, Ari Ekmekji, Kshitij Shah, Muhammad Ali Gulzar, Sai Deep Tetali, Miryung Kim, Todd Millstein and Tyson Condie.
Adding data provenance support to Apache Spark. The VLDB Journal, pages 1–21, 2017.

Muhammad Ali Gulzar, Matteo Interlandi, Tyson Condie and Miryung Kim.
Debugging Big Data Analytics in Spark with BigDebug. In Proceedings of the 2017 ACM International Conference on Management of Data. 2017, 1627–1630.

Saman Naderiparizi, Pengyu Zhang, Matthai Philipose, Bodhi Priyantha, Jie Liu and Deepak Ganesan.
Glimpse: A programmable early-discard camera architecture for continuous mobile vision. In Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services. 2017, 292–305.

Andrine Lemieux, Motohiro Nakajima, Soujanya Chatterjee, Hillol Sarker, Nazir Saleheen, Emre Ertin, Santosh Kumar and Mustafa al’Absi.
Unobtrusive Measurement of Stress and Smoking Psychophysiological Markers in the Natural Environment. In PSYCHOSOMATIC MEDICINE 79(4). 2017, A150–A150.

Mustafa al’Absi, Inbal Nahum-Shani, Andrine Lemieux, David W Wetter, Joel Swendsen and Emre Ertin.
Harnessing mHealth Technology to Advance Intervention Research on Stress, Addiction, and Mental Health Disorders. In PSYCHOSOMATIC MEDICINE 79(4). 2017, A149–A150.

S Kumar, G Abowd, W T Abraham, M al’Absi, D H Chau, E Ertin, D Estrin, D Ganesan, T Hnat, S M Hossain, Z Ives, J Kerr, B M Marlin, S Murphy, J M Rehg, I Nahum-Shani, V Shetty, I Sim, B Spring, M Srivastava and D Wetter.
Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K). IEEE Pervasive Computing 16(2):18-22, 2017. URL, DOI

B Spring, A Pfammatter and N Alshurafa.
First steps into the brave new transdiscipline of mobile health. JAMA Cardiology 2(1):76-78, 2017. URL, DOI

Moustafa Alzantot, Supriyo Chakraborty and Mani B Srivastava.
SenseGen: A Deep Learning Architecture for Synthetic Sensor Data Generation. IEEE BICA’17 (co-located with IEEE Percom 2017), 2017. URL, DOI

Roy J Adams and Benjamin M Marlin.
Learning Time Series Detection Models from Temporally Imprecise Labels. In Proceedings of the 20th International Conference on Artificial Intelligence and Statistics. 2017. URL

Robert Pienta, Minsuk Kahng, Zhang Lin, Jilles Vreeken, Partha Talukdar, James Abello, Ganesh Parameswaran and Duen Horng Chau.
Facets: Adaptive Local Exploration of Large Graphs. In 17th SIAM International Conference on Data Mining. 2017. URL

Fred Hohman, Nathan Hodas and Duen Horng Chau.
ShapeShop: Towards Understanding Deep Learning Representations via Interactive Experimentation. In Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems. 2017, 1694–1699. URL, DOI

Moustafa Alzantot, Yingnan Wang, Zhengshuang Ren and Mani B Srivastava.
RSTensorFlow: GPU Enabled TensorFlow for Deep Learning on Commodity Android Devices. In Proceedings of the 1st International Workshop on Deep Learning for Mobile Systems and Applications. 2017. URL, DOI

Walter H Dempsey, Alexander Moreno, Christy K Scott, Michael L Dennis, David H Gustafson, Susan A Murphy and James M Rehg.
iSurvive: An Interpretable, Event-time Prediction Model for mHealth. In Doina Precup and Yee Whye Teh (eds.). Proceedings of the 34th International Conference on Machine Learning 70. 2017, 970–979. URL, DOI

Hamid Dadkhahi and Benjamin Marlin.
Learning Tree-Structured Detection Cascades for Heterogeneous Networks of Embedded Devices. In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2017. URL

Daniel Almirall, Charlotte DiStefano, Ya-Chih Chang, Stephanie Shire, Ann Kaiser, Xi Lu, Inbal Nahum-Shani, Rebecca Landa, Pamela Mathy and Connie Kasari.
Longitudinal Effects of Adaptive Interventions With a Speech-Generating Device in Minimally Verbal Children With ASD.. Journal of clinical child and adolescent psychology : the official journal for the Society of Clinical Child and Adolescent Psychology, American Psychological Association, Division 53 45:442-56, July 2016.

Ashkan Ertefaie, Tianshuang Wu, Kevin G Lynch and Inbal Nahum-Shani.
Identifying a set that contains the best dynamic treatment regimes.. Biostatistics (Oxford, England) 17:135-48, January 2016.

J Gao, D Teng and E Ertin.
ECG feature detection using randomly compressed samples for stable HRV analysis over low rate links. In 2016 IEEE 13th International Conference on Wearable and Implantable Body Sensor Networks (BSN). 2016, 165-170. URL, DOI

Addison Mayberry, Yamin Tun, Pan Hu, Duncan Smith-Freedman, Deepak Ganesan, Benjamin M Marlin and Christopher Salthouse.
THE “I” IN THE EYE. GetMobile: Mobile Comp. and Comm. 20(2):27–30, 2016. URL, DOI

Terry Bush, Jennifer Lovejoy, Harold Javitz, Brooke Magnusson, Alula Jimenez Torres, Stacey Mahuna, Cody Benedict, Ken Wassum and Bonnie Spring.
Comparative effectiveness of adding weight control simultaneously or sequentially to smoking cessation quitlines: study protocol of a randomized controlled trial. BMC Public Health 16(1):1, 2016. URL

Angela Pfammatter, Bonnie Spring, Nalini Saligram, Raj Dav’e, Arun Gowda, Linelle Blais, Monika Arora, Harish Ranjani, Om Ganda, Donald Hedeker and others.
mHealth Intervention to Improve Diabetes Risk Behaviors in India: A Prospective, Parallel Group Cohort Study. Journal of Medical Internet Research 18(8):e207, 2016. URL, DOI

Barbara E Bierer, Rebecca Li, Mark Barnes and Ida Sim.
A Global, Neutral Platform for Sharing Trial Data. New England Journal of Medicine, 2016. URL, DOI

Ida Sim.
Two Ways of Knowing: Big Data and Evidence-Based Medicine. Annals of internal medicine 164(8):562–563, 2016. URL, DOI

Andreas Bulling, Ozan Cakmakci, Kai Kunze and James M Rehg.
Eyewear Computing – Augmenting the Human with Head-mounted Wearable Assistants (Dagstuhl Seminar 16042). Dagstuhl Reports 6(1):160–206, 2016. URL, DOI

Audrey Boruvka, Daniel Almirall, Katie Witkiewitz and Susan A Murphy.
Assessing Time-Varying Causal Effect Moderation in Mobile Health. arXiv preprint arXiv:1601.00237, 2016. URL

Hamid Dadkhahi, Nazir Saleheen, Santosh Kumar and Benjamin M Marlin.
Learning Shallow Detection Cascades for Wearable Sensor-Based Mobile Health Applications. In Proceedings of the 33rd International Conference on Machine Learning, 2016. 2016. URL

Roy J Adams, Abinhav Parate and Benjamin M Marlin.
Hierarchical Span-Based Conditional Random Fields for Labeling and Segmenting Events in Wearable Sensor Data Streams. In Proceedings of The 33rd International Conference on Machine Learning. 2016, 334–343. URL

Ashkay S Desai, Muthiah Vaduganathan, Greg Ginn, William T Abraham, Philip B Adamson, Maria Rosa Costanzo, THomas J Heywood and Lynne W Stevenson.
Benefit of Longitudinal Pulmonary Artery Pressure Monitoring to Reduce Heart Failure Hospitalization Extends to Obese Patients. Journal of Cardiac Failure 22(8):S54, 2016.

Maria R Costanzo, Lynne W Stevenson, Philip B Adamson, Ashkay S Desai, Thomas J Heywood, Robert C Bourge, Jordan Bauman and William T Abraham.
Interventions linked to decreased heart failure hospitalizations during ambulatory pulmonary artery pressure monitoring. JACC: Heart Failure 4(5):333–344, 2016. URL, DOI

Aisling Ann O’Kane, Amy Hurst, Gerrit Niezen, Nicolai Marquardt, Jon Bird and Gregory Abowd.
Advances in DIY Health and Wellbeing. In Proceedings of the 2016 CHI Conference Extended Abstracts on Human Factors in Computing Systems. 2016, 3453–3460. URL, DOI

Robert Pienta, Acar Tamersoy, Alex Endert, Shamkant Navathe, Hanghang Tong and Duen Horng Chau.
VISAGE: Interactive Visual Graph Querying. In Proceedings of the International Working Conference on Advanced Visual Interfaces. 2016, 272–279. URL, DOI

Pan Hu, Pengyu Zhang, Mohammad Rostami and Deepak Ganesan.
Braidio: An Integrated Active-Passive Radio for Mobile Devices with Asymmetric Energy Budgets. In Proceedings of the 2016 Conference on ACM SIGCOMM 2016 Conference. 2016, 384–397. URL, DOI

Pengyu Zhang, Muhammad Rostami, Pan Hu and Deepak Ganesan.
Enabling Practical Backscatter Communication for On-body Sensors. In Proceedings of the 2016 Conference on ACM SIGCOMM 2016 Conference. 2016, 370–383. URL, DOI

Addison Mayberry, Yamin Tun, Pan Hu, Duncan Smith-Freedman, Benjamin Marlin, Christopher Salthouse and Deepak Ganesan.
CIDER: Enhancing the Performance of Computational Eyeglasses. In Proceedings of the Ninth Biennial ACM Symposium on Eye Tracking Research & Applications. 2016, 313–314. URL, DOI

Korkut Bekiroglu, Constantino Lagoa, Susan A Murphy and Stephanie T Lanza.
Control Engineering Methods for the Design of Robust Behavioral Treatments. IEEE Transactions on Control Systems Technology PP(99):1-12, 2016. URL, DOI

Muhammad Ali Gulzari, Matteo Interlandi, Seunghyun Yoo, Sai Deep Tetali, Tyson Condie, Todd Millstein and Miryung Kim.
BigDebug: Debugging Primitives for Interactive Big Data Processing in Spark. In Proceedings of the 38th International Conference on Software Engineering. 2016, 784–795. URL, DOI

Hillol Sarker, Matthew Tyburski, Md Mahbubur Rahman, Karen Hovsepian, Moushumi Sharmin, David H Epstein, Kenzie L Preston, Debra C Furr-Holden, Adam Milam, Inbal Nahum-Shani, Mustafa and Santosh Kumar.
Finding Significant Stress Episodes in a Discontinuous Time Series of Rapidly Varying Mobile Sensor Data. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems. 2016, 4489–4501. URL, DOI

David Kotz, Carl A Gunter, Santosh Kumar and Jonathan P Weiner.
Privacy and Security in Mobile Health: A Research Agenda. Computer 49(6):22-30, 2016. URL, DOI

Nazir Saleheen, Supriyo Chakraborty, Nasir Ali, Md Mahbubur Rahman, Syed Monowar Hossain, Rummana Bari, Eugene Buder, Mani Srivastava and Santosh Kumar.
mSieve: Differential Behavioral Privacy in Time Series of Mobile Sensor Data. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2016, 706-717. URL, DOI

Soujanya Chatterjee, Karen Hovsepian, Hillol Sarker, Nazir Saleheen, Mustafa al’Absi, Gowtham Atluri, Emre Ertin, Cho Lam, Andrine Lemieux, Motohiro Nakajima, Bonnie Spring, David W Wetter and Santosh Kumar.
mCrave: Continuous Estimation of Craving During Smoking Cessation. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2016, 863-874. URL, DOI

Cheng Zhang, Junrui Yang, Caleb Southern, Thad Starner and Gregory Abowd.
WatchOut: Extending Interactions on a Smartwatch with Inertial Sensing. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2016. URL, DOI

Gabriel Reyes, Dingtian Zhang, Sarthak Ghosh, Pratik Shah, Jason Wu, Aman Parnami, Bailey Bercik, Thad Starner, Gregory D Abowd and Keith W Edwards.
Whoosh: Non-Voice Acoustics for Low-Cost, Hands-Free, and Rapid Input on Smartwatches. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing (to appear). 2016. URL

Annamalai Natarajan, Gustavo Angarita, Edward Gaiser, Robert Malison, Deepak Ganesan and Benjamin M Marlin.
Domain Adaptation Methods for Improving Lab-to-field Generalization of Cocaine Detection Using Wearable ECG. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2016, 875–885. URL, DOI

Inbal Nahum-Shani, Shawna N Smith, Bonnie J Spring, Linda M Collins, Katie Witkiewitz, Ambuj Tewari and Susan A Murphy.
Just-in-Time Adaptive Interventions (JITAIs) in Mobile Health: Key Components and Design Principles for Ongoing Health Behavior Support. Annals of Behavioral Medicine, pages 1–17, 2016. URL, DOI

Laura Hiatt, Roy J Adams and Benjamin M Marlin.
An Improved Data Representation for Smoking Detection with Wearable Respiration Sensors. In Healthcare Informatics (ICHI), 2016 IEEE International Conference on. 2016, 409–409.

Lucy Yardley, Bonnie J Spring, Heleen Riper, Leanne Morrisonand David G H Crane, Kristina Curtis, Gina C Merchant, Felix Naughton and Ann Blandford.
Understanding and promoting effective engagement with digital behavior change interventions. American Journal of Preventive Medicine 51(5):833–842, 2016. URL, DOI

Kevin Patrick, Eric B Hekler, Deborah Estrin, David C Mohr, Heleen Riper, David Crane, Job Godino and William T Riley.
The Pace of Technologic Change: Implications for Digital Health Behavior Intervention Research. American Journal of Preventive Medicine 51(5):816 – 824, 2016. URL, DOI

Nithin Sugavanam, Siddharth Baskar and Emre Ertin.
Recovery guarantees for high resolution radar sensing with compressive illumination. In Compressed Sensing Theory and its Applications to Radar, Sonar and Remote Sensing (CoSeRa), 2016 4th International Workshop on. 2016, 252–256.

Tiffany Yu-Han Chen, Lenin Ravindranath, Shuo Deng, Paramvir Bahl and Hari Balakrishnan.
Glimpse: Continuous, Real-Time Object Recognition on Mobile Devices. In Proceedings of the 13th ACM Conference on Embedded Networked Sensor Systems. 2015, 155–168. URL, DOI

Santosh Kumar, Gregory D Abowd, William T Abraham, Mustafa , J Gayle Beck, Duen Horng Chau, Tyson Condie, David E Conroy, Emre Ertin, Deborah Estrin, Deepak Ganesan, Cho Lam, Benjamin Marlin, Clay B Marsh, Susan A Murphy, Inbal Nahum-Shani, Kevin Patrick, James M Rehg, Moushumi Sharmin, Vivek Shetty, Ida Sim, Bonnie Spring, Mani Srivastava and David W Wetter.
Center of excellence for mobile sensor data-to-knowledge (MD2K). Journal of the American Medical Informatics Association 22(6):1137-1142, 2015. URL, DOI

Peng Liao, Predrag Klasnja, Ambuj Tewari and Susan A Murphy.
Sample Size Calculations for Micro-randomized Trials in mHealth. Statistics in Medicine 35(12):1944-1971, 2015. URL, DOI

Matteo Interlandi, Kshitij Shah, Sai Deep Tetali, Muhammad Ali Gulzar, Seunghyun Yoo, Miryung Kim, Todd Millstein and Tyson Condie.
Titian: Data Provenance Support in Spark. Proc. VLDB Endow. 9(3):216–227, 2015. URL, DOI

Rahul C Basole, Hyunwoo Park, Mayank Gupta, Mark L Braunstein, Duen Horng Chau and Michael Thompson.
A Visual Analytics Approach to Understanding Care Process Variation and Conformance. In Proceedings of the 2015 Workshop on Visual Analytics in Healthcare. 2015, 6:1–6:8. URL, DOI

Edison Thomaz, Irfan Essa and Gregory D Abowd.
A Practical Approach for Recognizing Eating Moments with Wrist-mounted Inertial Sensing. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2015, 1029–1040. URL, DOI

D Teng and E Ertin.
Learning to Aggregate Information for Sequential Inferences. ArXiv e-prints, 2015. URL

Acar Tamersoy, Munmun De Choudhury and Duen Horng Chau.
Characterizing Smoking and Drinking Abstinence from Social Media. In Proceedings of the 26th ACM Conference on Hypertext & Social Media. 2015, 139–148. URL, DOI

Nithin Sugavanam and Emre Ertin.
Recovery guarantees for multifrequency chirp waveforms in compressed radar sensing. CoRR abs/1508.07969, 2015. URL

Donna Spruijt-Metz, Eric Hekler, Niilo Saranummi, Stephen Intille, Ilkka Korhonen, Wendy Nilsen, Daniel E Rivera, Bonnie Spring, Susan Michie, David A Asch, Alberto Sanna, Vicente Traver Salcedo, Rita Kukakfa and Misha Pavel.
Building new computational models to support health behavior change and maintenance: new opportunities in behavioral research. Translational Behavioral Medicine 5(3):335-346, 2015. URL, DOI

Moushumi Sharmin, Andrew Raij, David Epstien, Inbal Nahum-Shani, Gayle J Beck, Sudip Vhaduri, Kenzie Preston and Santosh Kumar.
Visualization of Time-series Sensor Data to Inform the Design of Just-in-time Adaptive Stress Interventions. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2015, 505–516. URL, DOI

Nazir Saleheen, Amin Ahsan Ali, Syed Monowar Hossain, Hillol Sarker, Soujanya Chatterjee, Benjamin Marlin, Emre Ertin, Mustafa and Santosh Kumar.
puffMarker: A Multi-sensor Approach for Pinpointing the Timing of First Lapse in Smoking Cessation. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2015, 999–1010. URL, DOI

Robert Pienta, Zhiyuan Lin, Minsuk Kahng, Jilles Vreeken, Partha P Talukdar, James Abello, Ganesh Parameswaran and Duen Horng Chau..
AdaptiveNav: Adaptive Discovery of Interesting and Surprising Nodes in Large Graphs. In IEEE VIS. 2015.

Addison Mayberry, Yamin Tun, Pan Hu, Duncan Smith-Freedman, Deepak Ganesan, Benjamin M Marlin and Christopher Salthouse.
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