MD2K Publications

MD2K Award: 2014 - 2020

The publications below were produced during the grant period of MD2K Award: 2014 – 2020. The publications since 2020 are reported in the mDOT Center. 

Alt Text

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

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 AdultsJMIR Res Protoc 7(7):e166, July 2018. URLDOI

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 BigDataTheory 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 SensorProc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(1):2:1–2:27, 2018. URLDOI

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. URLDOI

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. URLDOI

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

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

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

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 treatmentsarXiv, 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 SystemACM Trans. Inf. Syst. 36(1):7:1–7:31, July 2017. URLDOI

Susan Murphy A Huitian Lei Ambuj Tewari.
An Actor-Critic Contextual Bandit Algorithm for Personalized Mobile Health InterventionsarXiv 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 SystemACM Trans. Inf. Syst. 36(1):7:1–7:31, 2017. URLDOI

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

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. URLDOI

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. URLDOI

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. URLDOI

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 DisordersAddiction 112(5):901-909, 2017. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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 EnvironmentsProc. ACM Interact. Mob. Wearable Ubiquitous Technol. 1(3):37:1–37:20, 2017. URLDOI

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. URLDOI

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. URLDOI

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

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. URLDOI

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

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. URLDOI

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

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 SparkThe 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. URLDOI

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

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

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. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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

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 trialBMC 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 StudyJournal of Medical Internet Research 18(8):e207, 2016. URLDOI

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

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

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. URLDOI

Audrey Boruvka, Daniel Almirall, Katie Witkiewitz and Susan A Murphy.
Assessing Time-Varying Causal Effect Moderation in Mobile HealtharXiv 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 PatientsJournal 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 monitoringJACC: Heart Failure 4(5):333–344, 2016. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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

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. URLDOI

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. URLDOI

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

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. URLDOI

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. URLDOI

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. URLDOI

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. URLDOI

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 SupportAnnals of Behavioral Medicine, pages 1–17, 2016. URLDOI

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 interventionsAmerican Journal of Preventive Medicine 51(5):833–842, 2016. URLDOI

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 ResearchAmerican Journal of Preventive Medicine 51(5):816 – 824, 2016. URLDOI

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. URLDOI

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. URLDOI

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

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

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. URLDOI

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. URLDOI

D Teng and E Ertin.
Learning to Aggregate Information for Sequential InferencesArXiv 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. URLDOI

Nithin Sugavanam and Emre Ertin.
Recovery guarantees for multifrequency chirp waveforms in compressed radar sensingCoRR 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 researchTranslational Behavioral Medicine 5(3):335-346, 2015. URLDOI

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. URLDOI

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. URLDOI

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.
CIDER: Enabling Robustness-Power Tradeoffs on a Computational Eyeglass. In Proceedings of the 21st Annual International Conference on Mobile Computing and Networking. 2015, 400–412. URLDOI

Pan Hu, Pengyu Zhang and Deepak Ganesan.
Laissez-Faire: Fully Asymmetric Backscatter Communication. In Proceedings of the 2015 ACM Conference on Special Interest Group on Data Communication. 2015, 255–267. URLDOI

Karen Hovsepian, Mustafa , Emre Ertin, Thomas Kamarck, Motohiro Nakajima and Santosh Kumar.
cStress: Towards a Gold Standard for Continuous Stress Assessment in the Mobile Environment. In Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2015, 493–504. URLDOI

Daniel Castro, Steven Hickson, Vinay Bettadapura, Edison Thomaz, Gregory Abowd, Henrik Christensen and Irfan Essa.
Predicting Daily Activities from Egocentric Images Using Deep Learning. In Proceedings of the 2015 ACM International Symposium on Wearable Computers. 2015, 75–82. URLDOI

Salma Elmalaki, Lucas Wanner and Mani Srivastava.
CAreDroid: Adaptation Framework for Android Context-Aware Applications. In Proceedings of the 21st Annual International Conference on Mobile Computing and Networking. 2015, 386–399. URLDOI

G A Angarita, A Natarajan, E C Gaiser, A Parate, B Marlin, R Gueorguieva, D Ganesan and R T Malison.
A remote wireless sensor network/electrocardiographic approach to discriminating cocaine useDrug & Alcohol Dependence 146:e209, 2015. URL

I J Amat-Santos, S Bergeron, M Bernier, R Allende, H B Ribeiro, M Urena, P Pibarot, S Verheye, G Keren, M Yaacoby, Y Nitzan, W T Abraham and J Rodés-Cabau.
Left atrial decompression through unidirectional left-to-right interatrial shunt for the treatment of left heart failure: first-in-man experience with the V-Wave deviceEuroIntervention 10(9):1127–1131, 2015. URL

A Al-Bakri, M Jawad, P Salameh, M al’Absi and S Kassim.
Opportunistic insights into occupational health hazards associated with waterpipe tobacco smoking premises in the United KingdomAsian Pac J Cancer Prev 16(2):621–626, 2015. URL

W T Abraham, J Lindenfeld, V Y Reddy, G Hasenfuss, K Kuck, J Boscardin, R Gibbons and D Burkhoff.
A Randomized Controlled Trial to Evaluate the Safety and Efficacy of Cardiac Contractility Modulation in Patients With Moderately Reduced Left Ventricular Ejection Fraction and a Narrow QRS Duration: Study Rationale and DesignJournal of Cardiac Failure 21(1):16 – 23, 2015. URL

V Bettadapura, E Thomaz, A Parnami, G D Abowd and I Essa.
Leveraging Context to Support Automated Food Recognition in Restaurants. In 2015 IEEE Winter Conference on Applications of Computer Vision (WACV). 2015, 580–587. URL

M R Costanzo, R Khayat, P Ponikowski, R Augostini, C Stellbrink, M Mianulli and W T Abraham.
Mechanisms and Clinical Consequences of~Untreated Central Sleep Apnea in Heart~FailureJournal of the American College of Cardiology 65(1):72–84, 2015. URL

Z He, S Carini, I Sim and C Weng.
Visual aggregate analysis of eligibility features of clinical trialsJ Biomed Inform, 2015. URL

Y Cui, J D Robinson, J M Engelmann, C Y Lam, J A Minnix, M Karam-Hage, D W Wetter, J A Dani, T R Kosten and P M Cinciripini.
Reinforcement Sensitivity Underlying Treatment-Seeking Smokers’ Affect, Smoking Reinforcement Motives, and Affective ResponsesPsychology of Addictive Behaviors, 2015. URL

J Poncela-Casasnovas, B Spring, D McClary, A C Moller, R Mukogo, C A Pellegrini, M J Coons, M Davidson, S Mukherjee and Nunes L A Amaral.
Social embeddedness in an online weight management programme is linked to greater weight lossthe Journal of the Royal Society Interface 12(104), 2015. URL

R Khayat, D Jarjoura, K Porter, A Sow, J Wannemacher, R Dohar, A Pleister and W T Abraham.
Sleep disordered breathing and post-discharge mortality in patients with acute heart failureEur Heart J, 2015. URL

K Hinderaker, A M Allen, N Tosun, M al’Absi, D Hatsukami and S S Allen.
The effect of combination oral contraceptives on smoking-related symptomatology during short-term smoking abstinenceAddictive Behavior 41:148–151, 2015. URL

A Botoseneanu, W T Ambrosius, D P Beavers, N Rekeneire, S Anton, T Church, S C Folta, B H Goodpaster, A C King, B J Nicklas, B Spring, X Wang, T M Gill and Study L I F E Groups.
Prevalence of metabolic syndrome and its association with physical capacity, disability, and self-rated health in lifestyle interventions and independence for elders study participantsJ Am Geriatr Soc 63(2):222–232, 2015. URL

A M Allen, M al’Absi, H Lando and S S Allen.
Allopregnanolone association with psychophysiological and cognitive functions during acute smoking abstinence in premenopausal womenExperimental and Clinical Psychopharmacology 23(1):22–28, 2015. URL

A M Lemieux, B Li and M al’Absi.
Khat use and appetite: an overview and comparison of amphetamine, khat and cathinoneJournal of Ethnopharmacology 160:78–85, 2015. URL

S Thanikachalam, V Harivanzan, M V Mahadevan, J S N Murthy, C Anbarasi, C S Saravanababu, A Must, R R Baliga, W T Abraham and M Thanikachalam.
Population Study of Urban, Rural, and Semiurban Regions for the Detection of Endovascular Disease and Prevalence of Risk Factors and Holistic Intervention Study (PURSE-HIS): Rationale, Study Design, and Baseline CharacteristicsGlobal Heart (0):-, 2015. URL

J Steglitz, M Sommers, M R Talen, L K Thornton and B Spring.
Evaluation of an electronic health record-supported obesity management protocol implemented in a community health center: a cautionary noteJournal of the American Medical Informatics Association, 2015. URL

I Nahum-Shani, S N Smith, A Tewari, K Witkiewitz, L M Collins, B Spring and S A Murphy.
Just-in-time adaptive interventions (JITAIs): An organizing framework for ongoing health behavior support. Number 126, The Methodology Center, Pennsylvania State University, 2015. URL

M Bayram, St. J A Cyr and W T Abraham.
d-Ribose aids heart failure patients with preserved ejection fraction and diastolic dysfunction: a pilot studyTher Adv Cardiovasc Dis, 2015. URL

Y Han, M S Faulkner, H Fritz, D Fadoju, A Muir, G D Abowd, L Head and R I Arriaga.
A Pilot Randomized Trial of Text-Messaging for Symptom Awareness and Diabetes Knowledge in Adolescents With Type 1 DiabetesJournal of Pediatric Nursing (0):-, 2015. URL

Kristina Wilson, Ibrahim Senay, Marta Durantini, Flor Sánchez, Michael Hennessyand Bonnie Spring and Doloroes Albarracín.
When it comes to lifestyle recommendations, more is sometimes lessPsychological Bulletin 141(2):474-509, 2015. URLDOI

Bonnie Spring, Abby C King, Sherry L Pagoto, Linda Van Horn and Jeffery D Fisher.
Fostering multiple healthy lifestyle behaviors for primary prevention of cancerAmerican Psychologist 70(2):75-90, 2015. URLDOI

V Sharma, L D Rathman, R S Small, D J Whellan, J Koehler, E Warman and W T Abraham.
Stratifying patients at the risk of heart failure hospitalization using existing device diagnostic thresholdsHeart & Lung: The Journal of Acute and Critical Care 44(2):129 – 136, 2015. URL

A L Rebar, N Ram and D E Conroy.
Using the EZ-Diffusion Model to Score a Single-Category Implicit Association Test of Physical ActivityPsychology of Sport & Exercise 16(3):96–105, 2015. URL

C A Pellegrini, J Steglitz, W Johnston, J Warnick, T Adams, H G McFadden, J Siddique, D Hedeker and B Spring.
Design and protocol of a randomized multiple behavior change trial: Make Better Choices 2 (MBC2).Contemporary Clinical Trials 41C:85–92, 2015. URL

M R Gold, C Daubert, W T Abraham, S Ghio, M S J Sutton, J H Hudnall, J Cerkvenik and C Linde.
The effect of reverse remodeling on long-term survival in mildly symptomatic patients with heart failure receiving cardiac resynchronization therapy: Results of the REVERSE study.Heart Rhythm 12(3):524–530, 2015. URL

E Thomaz, C Zhang, I Essa and G D Abowd.
Inferring Meal Eating Activities in Real World Settings from Ambient Sounds: A Feasibility Study. In Proceedings of the 20th International Conference on Intelligent User Interfaces (IUI ’15). 2015, 427–431. URL

R Pienta, A Tamersoy, H Tong, A Endert and D H Chau.
Interactive Querying over Large Network Data: Scalability, Visualization, and Interaction DesignProceedings of the 20th ACM Conference on Intelligent User Interfaces (IUI ’15), 2015. URL

A A Shalaby, W T Abraham, G C Fonarow, M M Bersohn, J Gorcsan., L Lee, J Halilovic, S Saba, A Maisel, J P Singh, A Sonel and A Kadish.
Association of BNP and Troponin Levels with Outcome among Cardiac Resynchronization Therapy Recipients.Pacing & Clinical Electrophysiology, 2015. URL

C Yang, J P Maher and D E Conroy.
Implementation of Behavior Change Techniques in Mobile Applications for Physical Activity.American Journal of Preventive Medicine, 2015. URLDOI

A M Allen, S Lunos, S J Heishman, M al’Absi, D Hatsukami and S S Allen.
Subjective response to nicotine by menstrual phase.Addictive Behavior 43:50–53, 2015. URL

P Liao, P Klasnja, A Tewari and S A Murphy.
Micro-Randomized Trials in mHealthStatistics in Medicine, 2015. URL

Ashley P Kennedy, David H Epstein, Michelle L Jobes, Daniel Agage, Matthew Tyburski, Karran A Phillips, Amin Ahsan Ali, Rummana Bari, Syed Monowar Hossain, Karen Hovsepian, Mahbubur Rahman, Emre Ertin, Santosh Kumar and Kenzie L Preston.
Continuous In-The-Field Measurement of Heart Rate: Correlates of Drug Use, Craving, Stress, and Mood in Polydrug UsersDrug and Alcohol Dependence (0):-, 2015. URLDOI

F Cordeiro, D Epstein, E Thomaz, E Bales, A K Jagannathan, G D Abowd and J Fogarty.
Barriers and Negative Nudges: Exploring Challenges in Food Journaling. In Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems (CHI ’15). 2015. URL

Zhefan Ye, Yin L, Yun Liu, Chanel Bridges, Agata Rozga and James M Rehg.
Detecting Bids for Eye Contact Using a Wearable Camera. In Detecting Bids for Eye Contact Using a Wearable Camera. 2015. URL

M Rabbi, A Pfammatter, M Zhang, B Spring and T Choudhury.
Automated Personalized Feedback for Physical Activity and Dietary Behavior Change With Mobile Phones: A Randomized Controlled Trial on AdultsJournal of Medical Internet Research 3(2):e42, 2015. URLDOI

Markus Weimer, Yingda Chen, Byung-Gon Chun, Tyson Condie, Carlo Curinoo, Chris Douglas, Yunseong Lee, Tony Majestro, Dahlia Malkhi, Sergiy Matusevych, Brandon Myers, Shravan Narayanamurthy, Raghu Ramakrishnan, Sriram Rao, Russel Sears, Beysim Sezgin and Julia Wang.
REEF: Retainable Evaluator Execution Framework. In Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data. 2015, 1343–1355. URLDOI

Jia Xu, Lopamudra Mukherjee, Yin Li, Jamieson Warner, James M Rehg and Vikas Singh.
Gaze-Enabled Egocentric Video Summarization via Constrained Submodular Maximization. In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2015. URLDOI

Yin Li, Zhefan Ye and James M Rehg.
Delving Into Egocentric Actions. In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR). 2015. URLDOI

C A Pellegrini, A F Pfammatter, D E Conroy and B Spring.
Smartphone applications to support weight loss: current perspectivesJournal of Advanced Healthcare Technologies July 2015(1):13-22, 2015. URLDOI

Peter Polack J Jr., Shang-Tse Chen, Minsuk Kahng, Moushumi Sharmin and Duen Horng Chau.
TimeStitch: Interactive Multi-focus Cohort Discovery and Comparison. In IEEE VIS 2015 Chicago, IL, USA.. 2015.

P Klasnja, E B Hekler, S Shiffman, A Boruvka, D Almirall, A Tewari and S A Murphy.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventionsHealth Psychology 34 (suppl):1220-1228, 2015. URLDOI

Walter Dempsey, Peng Liao, Pedja Klasnja, Inbal Nahum-Shani and Susan A Murphy.
Randomised trials for the Fitbit generationSignificance 12(6):20–23, 2015. URLDOI

R S Small, D J Whellan, A Boyle, S Sarkar, J Koehler, E N Warman and W T Abraham.
Implantable device diagnostics on day of discharge identify heart failure patients at increased risk for early readmission for heart failureEuropean journal of heart failure 16(4):419–425, 2014. URL

R Balani, L F Wanner and M B Srivastava.
Distributed programming framework for fast iterative optimization in networked cyber-physical systemsACM Transactions on Embedded Computing Systems (TECS) 13(2s):66, 2014. URL

Z Zheng, Z Lu, P Sinha and S Kumar.
Ensuring Predictable Contact Opportunity for Scalable Vehicular Internet Access On the GoIEEE/ACM Trans. Netw., 2014. URL

W J Rejeski, B Spring, K Domanchuk, H Tao, L Tian, L Zhao and M Z M McDermott.
A group-mediated, home-based physical activity intervention for patients with peripheral artery disease: effects on social and psychological functionJournal of Translational Medicine, 2014. URL

I Nahum-Shani, M M Henderson, S Lim and A D Vinokur.
Supervisor support: does supervisor support buffer or exacerbate the adverse effects of supervisor undermining?Journal of Applied Psychology 99(3):484-503, 2014. URL

K I Zaman, A White, S R Yli-Piipari and T W Hnat.
K-Sense: Towards a Kinematic Approach for Measuring Human Energy Expenditure. In B Krishnamachari, A L Murphy and N Trigoni (eds.). Wireless Sensor Networks. Lecture Notes in Computer Science series, volume 8354, Springer International Publishing, 2014, pages 166-181. URL

T W Hnat.
Macroprogramming: Lowering the Entry Barrier for Wireless Embedded Network SystemsWireless Sensor Networks 8354:166-181, 2014. URL

U Kang, L Akoglu and D H Chau.
Big Graph Mining for the Web and Social Media: Algorithms, Anomaly Detection, and Applications. In Proceedings of the 7th ACM International Conference on Web Search and Data Mining. 2014, 677–678. URL

D S Lopez, M E Fernandez, M A Cano, C Mendez, C L Tsai, D W Wetter and S S Strom.
Association of acculturation, nativity, and years living in the United States with biobanking among individuals of Mexican descent.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2014. URL

J S Krahnke, W T Abraham, P B Adamson, R C Bourge, J Bauman, G Ginn, F J Martinez, G J Criner and CHAMPION Trial Study Group.
Heart Failure and respiratory hospitalizations are reduced in heart failure subjects with chronic obstructive pulmonary disease using an implantable pulmonary artery pressure monitoring deviceJournal of cardiac failure 21(3):240-9, 2014. URL

C Baru, M Carey, T Condie, V Hristidis, D Lifka, R Wolski, S Rajan and A Roy.
Trident: Visioning A Shared Infrastructure For Data Research At ScaleData Science Symposium, page 20, 2014. URL

L Yang, K Ting and M B Srivastava.
Inferring occupancy from opportunistically available sensor data. In 2014 IEEE International Conference on Pervasive Computing and Communications (PerCom). 2014, 60-68. URL

J M Rehg, A Rozga, G D Abowd and M S Goodwin.
Behavioral Imaging and AutismPervasive Computing, IEEE 13(2):84-87, 2014. URL

A L Rebar, S Elavsky, J P Maher, S E Doerksen and D E Conroy.
Habits predict physical activity on days when intentions are weak.Journal of Sport & Exercise Psychology 36(2):157–165, 2014. URL

A Raina, R C Bourge, W T Abraham, P B Adamson, J Bauman, J Yadav and R L Benza.
Use of a Wireless Implantable Hemodynamic Monitor Leads to Reductions in Heart Failure Hospitalizations Among WHO Group II Pulmonary Hypertension PatientsThe Journal of Heart and Lung Transplantation 33(4):S92–S92, 2014. URL

J P Maher, S E Doerksen, S Elavsky and D E Conroy.
Daily satisfaction with life is regulated by both physical activity and sedentary behavior.Journal of Sport & Exercise Psychology 36(2):166–178, 2014. URL

D Estrin.
small data, where n= meCommunications of the ACM 57(4):32–34, 2014. URL

C Bisdikian, C Gibson, S Chakraborty, M B Srivastava, M Sensoy and T J Norman.
Inference management, trust and obfuscation principles for quality of information in emerging pervasive environmentsPervasive and Mobile Computing 11:168–187, 2014. URL

P B Adamson, W T Abraham, L W Stevenson, S Neville, P Cowart and J Yadav.
Benefits of Pulmonary Artery Pressure Monitoring Extend to Reduction of All-Cause RehospitalizationJournal of the American College of Cardiology 63(12_S), 2014. URL

W T Abraham, P Adamson, M Packer, J Bauman and J Yadav.
Impact of Introduction of Pulmonary Artery Pressure Monitoring for Heart Failure Management:: Longitudinal Results from the Champion TrialJournal of the American College of Cardiology 63(12_S), 2014. URL

Supriyo Chakraborty, Chenguang Shen, Kasturi Rangan Raghavan, Yasser Shoukry, Matt Millar and Mani Srivastava.
ipShield: A Framework for Enforcing Context-aware Privacy. In Proceedings of the 11th USENIX Conference on Networked Systems Design and Implementation. 2014, 143–156. URL

C G Ratcliff, C Y Lam, B Arun, V Valero and L Cohen.
Ecological momentary assessment of sleep, symptoms, and mood during chemotherapy for breast cancer.Psychooncology 23(11):1220–1228, 2014. URL

M al’Absi, M Nakajima, A Dokam, A Sameai, M Alsoofi, N S Khalil and Al M Habori.
Concurrent tobacco and khat use is associated with blunted cardiovascular stress response and enhanced negative mood: a cross-sectional investigationHuman Psychophmarmacology 29(4):307-314, 2014. URL

S M Hossain, A A Ali, M M Rahman, E Ertin, D Epstein, A Kennedy, K Preston, A Umbricht, Y Chen and S Kumar.
Identifying Drug (Cocaine) Intake Events from Acute Physiological Response in the Presence of Free-living Physical Activity.Proceedings of the 13th ACM/IEE Conference on Information Processing in Sensor Networks 2014:71–82, 2014. URL

P S Advani, LR. Reitzel, N T Nguyen, F D Fisher, E J Savoy, A G Cuevas, D W Wetter and L H McNeill.
Financial strain and cancer risk behaviors among African Americans.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology, 2014. URL

T Yonekura, K Takeda, V Shetty and M Yamaguchi.
Relationship between salivary cortisol and depression in adolescent survivors of a major natural disasterThe Journal of Physiological Sciences, pages 1–7, 2014. URL

M Carbunar, B Ballesteros, J Burri, D H Chau and D Rahman.
Turning the Tide: Curbing Deceptive Yelp BehaviorsProdeedings of SIAM International Conference on Data Mining (SDM), 2014. URL

K Heron, S Smyth, D E Conroy, C Sciamanna and L Rovniak.
The Development And Evaluation Of A Mobile Real-Time Physical Activity Intervention. In Annals of Behavioral Medicine. Volume 47, Springer, 233 Spring St., New York, NY 10013 USA, 2014, pages S53–S53.

L Mauriello, K Evers, W Nilsen and K Patrick.
The Use Of mHealth With Special Populations: Theory, Research And Practice. In Annals of Behavioral Medicine. Volume 47, 2014, pages S149–S149.

D Swendeman, N Ramanathan, W S Comulada, M J Rotheram-Borus and D Estrin.
Efficacy Of Daily Self-Monitoring Of Health Behaviors And Quality Of Life By Mobile Phone: Mixed-Methods Results From Two Studies With Diverse Populations. In Annals of Behavioral Medicine. Volume 47, 2014, pages S263–S263.

C D Stolper, F Foerster, M Kahng, Z Lin, A Goel, J Stasko and D H Chau.
GLOs: graph-level operations for exploratory network visualization. In 2014 ACM CHI Conference on Human Factors in Computing Systems (CHI 2014). 2014, 1375–1380. URL

P Saravanan, S Clarke, D H Chau and H Zha.
LatentGesture: active user authentication through background touch analysis. In Proceedings of the Second International Symposium of Chinese CHI. 2014, 110–113. URL

B Spring, A C Moller, L A Colangelo, J Siddique, M Roehrig, M L Daviglus, J F Polak, J P Reis, S Sidney and K Liu.
Healthy lifestyle change and subclinical atherosclerosis in young adults: Coronary Artery Risk Development in Young Adults (CARDIA) studyCirculation 130:10-17, 2014. URL

S S Allen, A M Allen, N Tosun, S Lunos, M al’Absi and D Hatsukami.
Smoking- and menstrual-related symptomatology during short-term smoking abstinence by menstrual phase and depressive symptomsElsevier Addictive Behaviors 39(5):901-906, 2014. URL

M Á Cano, C Y Lam, M Chen, C E Adams, V Correa-Fernández, D W Stewart, J B McClure, P M Cinciripini and D W Wetter.
Positive smoking outcome expectancies mediate the association between negative affect and smoking urge among women during a quit attempt.Experiential and Clinical Psychopharmacology 22(4):322-40, 2014. URL

D E Conroy, C Yang and J P Maher.
Behavior Change Techniques in Top-Ranked Mobile Apps for Physical ActivityAmerican journal of preventive medicine 46(6):649–652, 2014. URL

R L Benza, A Raina, W T Abraham, P B Adamson, J Lindenfeld, A B Miller, R C Bourge, J Bauman and J Yadav.
Pulmonary hypertension related to left heart disease: Insight from a wireless implantable hemodynamic monitorThe Journal of Heart and Lung Transplantation (0):-, 2014. URL

N Batra, J Kelly, O Parson, H Dutta, W Knottenbelt, A Rogers, A Singh and M B Srivastava.
NILMTK: An Open Source Toolkit for Non-intrusive Load MonitoringarXiv.org (preprint arXiv:1404.3878), 2014. URL

C A Pellegrini, S A Hoffman, L M Collins and B Spring.
Optimization of remotely delivered intensive lifestyle treatment for obesity using the Multiphase Optimization Strategy: Opt-IN study protocol.Contemporary Clinical Trials 38(2):251-9, 2014. URL

K B Stewart, N Majurec, R J Burkholder, E Ertin and J T Johnson.
Waveform-diverse MIMO imaging radar target measurements. In 2014 IEEE Radar Conference. 2014, 0918-0922. URL

S Potretzke, M Nakajima, T Cragin and M Absi.
Changes in circulating leptin levels during acute stress and associations with craving in abstinent smokers: a preliminary investigationPsychoneuroendocrinology 47:232-40, 2014. URL

M B Srivastava.
In Sensors We Trust–A Realistic Possibility?. In 2014 IEEE International Conference on Distributed Computing in Sensor Systems (DCOSS). 2014, 1–1. URL

M Y Mun, D H Kim, K Shilton, D Estrin, M Hansen and R Govindan.
PDVLoc: A Personal Data Vault for Controlled Location Data SharingACM Transactions on Sensor Networks 10(4):58:1–58:29, 2014. URL

C E Adams, M Chen, L Guo, C Y Lam, D W Stewart, V Correa-Fernández, M A Cano, W L Heppner, J I Vidrine, Y Li, J S Ahluwalia, P M Cinciripini and D W Wetter.
Mindfulness predicts lower affective volatility among African Americans during smoking cessation.Psychology of Addictive Behavior 28(2):580-585, 2014. URL

A Parate, M Chiu, C Chadowitz, D Ganesan and E Kalogerakis.
RisQ: Recognizing Smoking Gestures with Inertial Sensors on a Wristband. In Proceedings of the 12th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys ’14). 2014, 149–161. URL

A Mayberry, P Hu, B Marlin, C Salthouse and D Ganesan.
iShadow: Design of a Wearable, Real-time Mobile Gaze Tracker. In Proceedings of the 12th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys ’14). 2014, 82–94. URL

B Ho and M B Srivastava.
Poster: M-Seven: monitoring smoking event by considering time sequence information via iPhone M7 API. In Proceedings of the 12th Annual International Conference on Mobile Systems, Applications, and Services (MobiSys ’14). 2014, 372–372. URL

Y Agarwal, A Bishop, T Chan, M Fotjik, P Gupta, A Kahng, L Lai, P Martin, M B Srivastava, D Sylvester, L Wanner and B Zhang.
Redcooper: Hardware sensor enabled variability software testbed for lifetime energy constrained applicationTechnical Reports, Nanosystems Computer-Aided Design Laboratory, University of California, Los Angeles, 2014. URL

M S Businelle, P Ma, D E Kendzor, L R Reitzel, M Chen, C Y Lam, I Bernstein and D W Wetter.
Predicting quit attempts among homeless smokers seeking cessation treatment: an ecological momentary assessment study.Nicotine & Tobacco Research 16(10):1371–1378, 2014. URL

A Tamersoy, E Khalil, B Xie, S L Lenkey, B R Routledge, D H Chau and S B Navathe.
Large-scale insider trading analysis: patterns and discoveriesSocial Network Analysis and Mining 4(1), 2014. URL

S M Shortreed, E Laber, T S Stroup, J Pineau and S A Murphy.
A multiple imputation strategy for sequential multiple assignment randomized trialsStatistics in Medicine 33(24):4202-14, 2014. URL

J Ash, E Ertin, L Potter and E Zelnio.
Wide-Angle Synthetic Aperture Radar Imaging: Models and algorithms for anisotropic scatteringSignal Processing Magazine, IEEE 31(4):16–26, 2014. URL

M Nakajima and M al’Absi.
Nicotine withdrawal and stress-induced changes in pain sensitivity: a cross-sectional investigation between abstinent smokers and nonsmokersPsychophysiology 51(10):1015-22, 2014. URL

J Kang, C C Ciecierski, E L Malin, A J Carroll, M Gidea, L L Craft, B Spring and B Hitsman.
A latent class analysis of cancer risk behaviors among U.S. college studentsElsevier Preventive Medicine 64:121-126, 2014. URL

D H Chau.
HCI meets data mining: principles and tools for big data analytics. In 32nd annual ACM Conference on Human Factors in Computing Systems (CHI 2014). 2014, 1039–1040. URL

Y Bu, V Borkar, J Jia, M J Carey and T Condie.
Pregelix: Big (ger) graph analytics on a dataflow enginearXiv preprint arXiv:1407.0455, 2014. URL

D W Stewart, M A Cano, V Correa-Fernández, C A Spears, Y Li, A J Waters, D W Wetter and J I Vidrine.
Lower health literacy predicts smoking relapse among racially/ethnically diverse smokers with low socioeconomic statusBMC Public Health 14, 2014. URL

L M Collins, I Nahum-Shani and D Almirall.
Optimization of behavioral dynamic treatment regimens based on the sequential, multiple assignment, randomized trial (SMART)Clinical Trials 11(4):426-434, 2014. URL

K L Watkins, S D Regan, N Nguyen, M S Businelle, D E Kendzor, C Y Lam, D Balis, A G Cuevas, Y Cao and L R Reitzel.
Advancing cessation research by integrating EMA and geospatial methodologies: associations between tobacco retail outlets and real-time smoking urges during a quit attemptNicotine Tob Res. 16(Supplement 2):S93-S101, 2014. URL

M Yamaguchi, H Katagata, Y Tezuka, D Niwa and V Shetty.
Automated-immunosensor with centrifugal fluid valves for salivary cortisol measurementSensing and Bio-Sensing Research 1(0):15 – 20, 2014. URL

A Pleister, A Hasan, W T Abraham, K James and R Khayat.
Changes in Thoracic Impedance Measured via the Azygos Vein with the remed=etextregistered System Indicate Worsening Heart FailureJournal of Cardiac Failure 20(8):S111–S112, 2014. URL

W T Abraham, P B Adamson, L W Stevenson and J Yadav.
Benefits of Pulmonary Artery Pressure Monitoring in Patients with NYHA Class III Heart Failure and Chronic Kidney Disease: Results from the CHAMPION TrialJournal of Cardiac Failure 20(8):S93, 2014. URL

E Ertin.
Three-Dimensional Imaging of Vehicles from Sparse Apertures in Urban Environment. In Compressive Sensing for Urban Radar. CRC Press, 2014, page 361. URL

W T Abraham, W G Stough, I L Pina, C Linde, J S Borer, De G M Ferrari, R Mehran, K M Stein, A Vincent, J S Yadav, S D Anker and F Zannad.
Trials of implantable monitoring devices in heart failure: which design is optimal?Nature Reviews Cardiology 11(10):576–585, 2014. URL

E Laber, D J LIzotte, M Qian, W E Pelman and S A Murphy.
Dynamic treatment regimes: Technical challenges and applicationsElectronic Journal of Statistics 8(1):1225–1272, 2014. URL

A Tamersoy, K Roundy and D H Chau.
Guilt by Association: Large Scale Malware Detection by Mining File-relation Graphs. In Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2014, 1524–1533. URL

K Malhotra, D H Chau, J Sun, C Hadjipanayis and S B Navath.
Temporal Event Sequence Mining for Glioblastoma Survival PredictionACM SIGKDD ’14 Workshop on Health Informatics (HI-KDD 2014), 2014. URL

V Kumar, H Park, R C Basole, M Braunstein, M Kahng, D H Chau, A Tamersoy, D A Hirsh, N Serban, J Bost, B Lesnick, B Schissel and M Thompson.
Exploring Clinical Care Processes Using Visual and Data Analytics: Challenges and OpportunitiesKnowledge Discovery and Data Mining (KDD): Workshop on Data Science for Social Good, 2014. URL

P T Fitzsimmons, J P Maher, S E Doerksen, S Elavsky, A L Rebar and D E Conroy.
A daily process analysis of physical activity, sedentary behavior, and perceived cognitive abilitiesPsychology of Sport and Exercise 15(5):498–504, 2014. URL

J W DePasse, A Sawyer, C E Chen, K Jethwani and I Sim.
Academic Medical Centers as Digital Health CatalystsElsevier Healthcare 2(3):173-176, 2014. URL

D Almirall, I Nahum-Shani, N E Sherwood and S A Murphy.
Introduction to SMART designs for the development of adaptive interventions: with application to weight loss researchTranslational Behavioral Medicine 4(3):260–274, 2014. URL

A Ciptadi, M S Goodwin and J M Rehg.
Movement Pattern Histogram for Action Recognition and Retrieval. In 2014 European Conference on Computer Vision (ECCV 2014). Springer International Publishing, 2014, pages 695–710. URL

P Zhang, P Hu, V Pasikanti and D Ganesan.
EkhoNet: high speed ultra low-power backscatter for next generation sensors. In Proceedings of the 20th Annual International Conference on Mobile Computing and Networking (MobiCom ’14). 2014, 557–568. URL

P Hu, P Zhang and D Ganesan.
Leveraging interleaved signal edges for concurrent backscatter. In Proceedings of the 1st ACM workshop on Hot topics in wireless. 2014, 13–18. URL

H Sarker, M Sharmin, A A Ali, M M Rahman, R Bari, S M Hossain and S Kuma.
Assessing the Availability of Users to Engage in Just-in-time Intervention in the Natural Environment. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 2014, 909–920. URLDOI

J Hernandez, J Riobo, A Rozga, G D Abowd and R W Picard.
Using electrodermal activity to recognize ease of engagement in children during social interactions. In Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2014). 2014, 307–317. URL

D Park, A Kapusta, Y K Kim, J M Rehg and C C Kemp.
Learning to reach into the unknown: Selecting initial conditions when reaching in clutter. In 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2014). 2014, 630–637. URL

A Kundu, Y Li, F Dellaert, F Li and J M Rehg.
Joint Semantic Segmentation and 3D Reconstruction from Monocular Video. In Proceedings of the 2014 European Conference on Computer Vision (ECCV ). Springer International Publishing, 2014, pages 703–718. URL

S Vhaduri, A A Ali, M Sharmin, K Hovsepian and S Kumar.
Estimating Drivers’ Stress from GPS Traces. In Proceedings of the 6th International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutomotiveUI ’14). 2014, 20:1–20:8. URL

T Bhattacharjee, J M Rehg and C C Kemp.
Inferring Object Properties from Incidental Contact with a Tactile Sensing ForearmarXiv.org (preprint arXiv:1409.4972), 2014. URL

M M Rahman, R Bari, A A Ali, M Sharmin, A Raij, K Hovsepian, S M Hossain, E Ertin, A Kennedy, D H Epstein, K L Preston, M Jobes, J G Beck, S Kedia, K D Ward, M al’Absi and S Kumar.
Are we there yet?: feasibility of continuous stress assessment via wireless physiological sensors. In Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. 2014, 479–488. URL

A Natarajan, E Gaiser, G Angarita, R Malison, D Ganesan and B Marlin.
Conditional Random Fields for Morphological Analysis of Wireless ECG Signals. In Proceedings of the 5th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics. 2014, 370–379. URL

A M Kilbourne, D Almirall, D Eisenberg, J Waxmonsky, D E Goodrich, J C Fortney, J E Kirchner, L I Solberg, D Main, M S Bauer, J Kyle, S A Murphy, J M Nord and M R Thomas.
Protocol: Adaptive Implementation of Effective Programs Trial (ADEPT): cluster randomized SMART trial comparing a standard versus enhanced implementation strategy to improve outcomes of a mood disorders programImplementation Science 9(1):132, 2014. URL

L Wanner and M B Srivastava.
ViRUS: Virtual Function Replacement Under Stress. In 6th Workshop on Power-Aware Computing and Systems (HotPower 14). 2014. URL

M J Roche, A L Pincus, A L Rebar, D E Conroy and N Ram.
Enriching psychological assessment using a person-specific analysis of interpersonal processes in daily lifeAssessment, page 1073191114540320, 2014. URL

C M Lagoa, K Bekiroglu, S T Lanza and S A Murphy.
Designing adaptive intensive interventions using methods from engineering.Journal of Consulting and Clinical Psychology 82(5):868, 2014. URL

S Elmalaki, M Gottscho, P Gupta and M B Srivastava.
A case for battery charging-aware power management and deferrable task scheduling in smartphones. In Proceedings of the 6th USENIX conference on Power-Aware Computing and Systems. 2014, 4–4. URL

P B Adamson, W T Abraham, R C Bourge, M R Costanzo, A Hasan, C Yadav, J Henderson, P Cowart and L W Stevenson.
Wireless Pulmonary Artery Pressure Monitoring Guides Management to Reduce Decompensation in Heart Failure With Preserved Ejection FractionCirculation: Heart Failure, pages CIRCHEARTFAILURE–113, 2014. URL

S Kumar, M al’Absi, J G Beck, E Ertin and M Scott.
Behavioral Monitoring and Assessment via Mobile Sensing Technologies. In L Marsch, S Lord and J Dallery (eds.). Leveraging Technology to Transform Behavioral Healthcare. Oxford Press, 2014, pages 27-39.

C Y Lam, M S Businelle, C J Aigner, J B McClure, L Cofta-Woerpel, P M Cinciripini and D W Wetter.
Individual and Combined Effects of Multiple High-Risk Triggers on Postcessation Smoking Urge and LapseNicotine and Tobacco Research 16(5):569-575, 2014. URL

J M Jakicic, H Sox, S N Blair, M Bensink, W G Johnson, A C King, I Lee, I Nahum-Shani, J F Sallis, R E Sallis, L Craft, J R Whitehead and B E Ainsworth.
Comparative Effectiveness Research: A Roadmap for Physical Activity and LifestyleMedicine & Science in Sports & Exercise, 2014. URL

J A Carlson, M M Jankowska, K Meseck, S Godbole, L Natarajan, F Raab, B Demchak, K Patrick and J Kerr.
Validity of PALMS GPS Scoring of Active and Passive Travel Compared to SenseCamMedicine & Science in Sports & Exercise, 2014. URL

D Swendeman, W S Comulada, N Ramanathan, M Lazar and D Estrin.
Reliability and Validity of Daily Self-Monitoring by Smartphone Application for Health-Related Quality-of-Life, Antiretroviral Adherence, Substance Use, and Sexual Behaviors Among People Living with HIVAIDS and Behavior 19(2):330-340, 2014. URL

R Pienta, A Tamersoy, H Tong and D H Chau.
MAGE: Matching approximate patterns in richly-attributed graphs. In 2014 IEEE International Conference on Big Data (Big Data). 2014, 585-590. URL

Z Lin, M Kahng, K M Sabrin, D H Chau, H Lee and U Kang.
MMap: Fast billion-scale graph computation on a PC via memory mapping. In 2014 IEEE International Conference on Big Data. 2014, 159–164. URL

Y Chen, Z Lin, R Pienta, M Kahng and D H Chau.
Towards scalable graph computation on mobile devices. In 2014 IEEE International Conference on Big Data (Big Data),. 2014, 29–35. URL

P F Brennan, R Valdez, G Alexander, S Arora, E V Bernstam, M Edmunds, N Kirienko, R D Martin, I Sim, D Skiba and T Rosenbloom.
Patient-centered care, collaboration, communication, and coordination: a report from AMIA’s 2013 Policy MeetingJournal of the American Medical Informatics Association, pages amiajnl–2014, 2014. URL

D A Murphy, L Harrell, R Fintzy, T R Belin, A Gutierrez, S J Vitero and V Shetty.
A Comparison of Methamphetamine Users to a Matched NHANES Cohort: Propensity Score Analyses for Oral Health Care and Dental Service NeedThe Journal of Behavioral Health Services & Research, pages 1-15, 2014. URL

M al’Absi, A Lemieux and M Nakajima.
Peptide YY and ghrelin predict craving and risk for relapse in abstinent smokersPsychoneuroendocrinology 49(0):253 – 259, 2014. URL

K I Zaman, S R Yli-Piipari and T W Hnat.
Kinematic-based Sedentary and Light-intensity Activity Detection for Wearable Medical Applications. In Proceedings of the 1st Workshop on Mobile Medical Applications. 2014, 28–33. URL

R W Ouyang, M B Srivastava, A Toniolo and T J Norman.
Truth Discovery in Crowdsourced Detection of Spatial Events. In Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management. 2014, 461–470. URL

P Martin, Y Shoukry, P Swaminathan, R W Ouyang and M B Srivastava.
Social spring: encounter-based path refinement for indoor tracking systems. In Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings (ACM BuildSys 2014). 2014, 156–159. URL

P Martin, B Ho, N Grupen, S Muñoz and M B Srivastava.
An iBeacon Primer for Indoor Localization: Demo Abstract. In Proceedings of the 1st ACM Conference on Embedded Systems for Energy-Efficient Buildings. 2014, 190–191. URL

C D Stolper, M Kahng, Z Lin, F Foerster, A Goel, J Stasko and D H Chau.
GLO-STIX: Graph-Level Operations for Specifying Techniques and Interactive eXplorationIEEE VIS 2014, 2014. URL

R C Basole, H Park, V Kumar, M L Braunsteain, J Bost, D H Chau and M Kahng.
Bicentric Visualization of Pediatric Asthma Care Process ActivitiesProceedings of IEEE VIS 2014 Workshop on Visualization of Electronic Health Records, 2014. URL

J Bidwell, I A Essa, A Rozga and G D Abowd.
Measuring Child Visual Attention using Markerless Head Tracking from Color and Depth Sensing Cameras. In Proceedings of the 16th International Conference on Multimodal Interaction (ICMI ’14). 2014, 447–454. URL

B Chakraborty and S A Murphy.
Dynamic treatment regimesAnnual Review of Statistics and Its Application 1:447-464, 2014. URL

P B Adamson, W T Abraham, J Bauman and J Yadav.
Impact of Wireless Pulmonary Artery Pressure Monitoring on Heart Failure Hospitalizations and All-Cause 30-Day Readmissions in Medicare-Eligible Patients With NYHA Class III Heart Failure: Results From the CHAMPION TrialCirculation 130(A16744), 2014. URL

I Sim, S W Tu, S Carini, H P Lehmann, B H Pollock, M Peleg and K M Wittkowski.
The Ontology of Clinical Research (OCRe): an informatics foundation for the science of clinical research.Journal of Biomedical Informatics 52:78–91, 2014. URL

A L Rebar, J P Maher, S E Doerksen, S Elavsky and D E Conroy.
Intention-behavior gap is wider for walking and moderate physical activity than for vigorous physical activity in university students.Journal of Science and Medicine in Sport, 2014. URL

J Dallery, W T Riley and I Nahum-Shani.
Research designs to develop and evaluate technology-based health behavior interventions. In L Marsch, S Lord and J Dallery (eds.). Behavioral Healthcare and Technology. Oxford University Press, 2014, page 168.

Santosh Kumar, Wendy J Nilsen, Amy Abernethy, Audie Atienza, Kevin Patrick, Misha Pavel, William T Riley, Albert Shar, Bonnie Spring, Donna Spruijt-Metz, Donald Hedeker, Vasant Honavar, Richard Kravitz, Craig R Lefebvre, David C Mohr, Susan A Murphy, Charlene Quinn, Vladimir Shusterman and Dallas Swendeman.
Mobile health technology evaluation: the mHealth evidence workshop.American journal of preventive medicine 45:228-36, 2013.

Misha Pavel, Wendy Nilsen, Santosh Kumar and Mani Srivastava.
Mobile Health: Revolutionizing Healthcare Through Transdisciplinary ResearchComputer 46:28-35, 2013. DOI

Md Mahbubur Rahman, Amin Ahsan Ali, Kurt Plarre, Mustafa Al’Absi, Emre Ertin and Santosh Kumar.
mconverse: Inferring conversation episodes from respiratory measurements collected in the field. In Proceedings of the 2nd Conference on Wireless Health. 2011, 10.

Emre Ertin, Nathan Stohs, Santosh Kumar, Andrew Raij, Mustafa and Siddharth Shah.
AutoSense: Unobtrusively Wearable Sensor Suite for Inferring the Onset, Causality, and Consequences of Stress in the Field. In Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems. 2011, 274–287. URLDOI