Value scenarios: a technique for envisioning systemic effects of new technologies. - Lisa P. Nathan; Predrag V. Klasnja; Batya Friedman (CHI Extended Abstracts, 2007)

Envisioning systemic effects on persons and society throughout interactive system design. - Lisa P. Nathan; Batya Friedman; Predrag V. Klasnja; Shaun K. Kane; Jessica K. Miller (Conference on Designing Interactive Systems, 2008)

Better to organize personal information by folders or by tags?: The devil is in the details. - Andrea Civan; William Jones 001; Predrag V. Klasnja; Harry Bruce (ASIST, 2008)

I give up! Five factors that contribute to the abandonment of information management strategies. - Elisabeth A. Jones; Harry Bruce; Predrag V. Klasnja; William Jones 001 (ASIST, 2008)

Activity sensing in the wild: a field trial of ubifit garden. - Sunny Consolvo; David W. McDonald; Tammy Toscos; Mike Y. Chen; Jon Froehlich; Beverly L. Harrison; Predrag V. Klasnja; Anthony LaMarca; Louis LeGrand; Ryan Libby; Ian E. Smith; James A. Landay (CHI, 2008)

The personal project planner: planning to organize personal information. - William Jones 001; Predrag V. Klasnja; Andrea Civan; Michael L. Adcock (CHI, 2008)

Flowers or a robot army?: encouraging awareness & activity with personal, mobile displays. - Sunny Consolvo; Predrag V. Klasnja; David W. McDonald; Daniel Avrahami; Jon Froehlich; Louis LeGrand; Ryan Libby; Keith Mosher; James A. Landay (UbiComp, 2008)

Using wearable sensors and real time inference to understand human recall of routine activities. - Predrag V. Klasnja; Beverly L. Harrison; Louis LeGrand; Anthony LaMarca; Jon Froehlich; Scott E. Hudson (UbiComp, 2008)

The Mobile Sensing Platform: An Embedded Activity Recognition System. - Tanzeem Choudhury; Gaetano Borriello; Sunny Consolvo; Dirk Hähnel; Beverly L. Harrison; Bruce Hemingway; Jeffrey Hightower; Predrag V. Klasnja; Karl Koscher; Anthony LaMarca; James A. Landay; Louis LeGrand; et al. (IEEE Pervasive Comput., 2008)

Using Mobile & Personal Sensing Technologies to Support Health Behavior Change in Everyday Life: Lessons Learned. - Predrag V. Klasnja; Sunny Consolvo; David W. McDonald; James A. Landay; Wanda Pratt (AMIA, 2009)

UbiGreen: investigating a mobile tool for tracking and supporting green transportation habits. - Jon Froehlich; Tawanna Dillahunt; Predrag V. Klasnja; Jennifer Mankoff; Sunny Consolvo; Beverly L. Harrison; James A. Landay (CHI, 2009)

Supporting volunteer activities with mobile social software. - Shaun K. Kane; Predrag V. Klasnja (CHI Extended Abstracts, 2009)

"When I am on Wi-Fi, I am fearless": privacy concerns & practices in eeryday Wi-Fi use. - Predrag V. Klasnja; Sunny Consolvo; Jaeyeon Jung; Benjamin Greenstein; Louis LeGrand; Pauline S. Powledge; David Wetherall (CHI, 2009)

Goal-setting considerations for persuasive technologies that encourage physical activity. - Sunny Consolvo; Predrag V. Klasnja; David W. McDonald; James A. Landay (PERSUASIVE, 2009)

Exploring Privacy Concerns about Personal Sensing. - Predrag V. Klasnja; Sunny Consolvo; Tanzeem Choudhury; Richard Beckwith 001; Jeffrey Hightower (Pervasive, 2009)

Blowing in the wind: unanchored patient information work during cancer care. - Predrag V. Klasnja; Andrea Civan-Hartzler; Kenton T. Unruh; Wanda Pratt (CHI, 2010)

Descriptive analysis of physical activity conversations on Twitter. - Logan Kendall; Andrea Civan-Hartzler; Predrag V. Klasnja; Wanda Pratt (CHI Extended Abstracts, 2011)

How to evaluate technologies for health behavior change in HCI research. - Predrag V. Klasnja; Sunny Consolvo; Wanda Pratt (CHI, 2011)

Probing the benefits of real-time tracking during cancer care. - Rupa A. Patel; Predrag V. Klasnja; Andrea L. Hartzler; Kenton T. Unruh; Wanda Pratt (AMIA, 2012)

Healthcare in the pocket: Mapping the space of mobile-phone health interventions. - Predrag V. Klasnja; Wanda Pratt (J. Biomed. Informatics, 2012)

Taking it Easy - A Needs Analysis for Computer-generated Advice to Simplify Home Medication Regimens. - Allen J. Flynn; Predrag V. Klasnja; Charles P. Friedman (AMIA, 2013)

Use of Simulated Physician Handoffs to Study Cross-cover Chart Biopsy in the Electronic Medical Record. - Logan Kendall; Katherine S. Blondon; Justin Iwasaki; Predrag V. Klasnja; Andrew A. White; Jennifer A. Best (AMIA, 2013)

Mind the theoretical gap: interpreting, using, and developing behavioral theory in HCI research. - Eric B. Hekler; Predrag V. Klasnja; Jon Froehlich; Matthew P. Buman (CHI, 2013)

Designing Supportive Mobile Technology for Stable Diabetes. - Katherine S. Blondon; Predrag V. Klasnja (HCI (10), 2013)

Designing for Healthy Lifestyles: Design Considerations for Mobile Technologies to Encourage Consumer Health and Wellness. - Sunny Consolvo; Predrag V. Klasnja; David W. McDonald; James A. Landay (Found. Trends Hum. Comput. Interact., 2014)

Managing health with mobile technology. - Predrag V. Klasnja; Wanda Pratt (Interactions, 2014)

Long-Term Engagement with Health-Management Technology: a Dynamic Process in Diabetes. - Predrag V. Klasnja; Logan Kendall; Wanda Pratt; Katherine S. Blondon (AMIA, 2015)

Taking our Time: Chronic Illness and Time-Based Objects in Families. - Andrea Barbarin; Tiffany C. Veinot; Predrag V. Klasnja (CSCW, 2015)

Good or bad, ups and downs, and getting better: Use of personal health data for temporal reflection in chronic illness. - Andrea Barbarin; Predrag V. Klasnja; Tiffany C. Veinot (Int. J. Medical Informatics, 2016)

Design Lessons from a Micro-Randomized Pilot Study in Mobile Health. - Shawna N. Smith; Andy Jinseok Lee; Kelly Hall; Nicholas J. Seewald; Audrey Boruvka; Susan A. Murphy; Predrag V. Klasnja (Mobile Health - Sensors, Analytic Methods, and Applications, 2017)

Toward Usable Evidence: Optimizing Knowledge Accumulation in HCI Research on Health Behavior Change. - Predrag V. Klasnja; Eric B. Hekler; Elizabeth V. Korinek; John Harlow; Sonali R. Mishra (CHI, 2017)

SARA: a mobile app to engage users in health data collection. - Mashfiqui Rabbi; Meredith Philyaw-Kotov; Jinseok Lee; Anthony Mansour; Laura Dent; Xiaolei Wang; Rebecca M. Cunningham; Erin E. Bonar; Inbal Nahum-Shani; Predrag V. Klasnja; Maureen A. Walton; Susan A. Murphy (UbiComp/ISWC Adjunct, 2017)

Action Centered Contextual Bandits. - Kristjan H. Greenewald; Ambuj Tewari; Susan A. Murphy; Predrag V. Klasnja (NIPS, 2017)

"Move into another world of happy": insights for designing affect-based physical activity interventions. - Sonali R. Mishra; Predrag V. Klasnja (PervasiveHealth, 2017)

A Generalizable Smartphone-Based Clinical Research Platform. - Zachary G. Wyner; Juliane S. Reynolds; Chayim Herzig-Marx; Shyam Deval; Adam Rauch; Jeffrey S. Brown; Predrag V. Klasnja; Sascha Dublin; David Martin (AMIA, 2018)

Personalizing Intervention Probabilities By Pooling. - Sabina Tomkins; Predrag V. Klasnja; Susan A. Murphy (CoRR, 2018)

Just-in-Time but Not Too Much: Determining Treatment Timing in Mobile Health. - Peng Liao; Walter Dempsey; Hillol Sarker; Syed Monowar Hossain; Mustafa al'Absi; Predrag V. Klasnja; Susan A. Murphy (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018)

Finding the Sweet Spot(s): Understanding Context to Support Physical Activity Plans. - Gaurav Paruthi; Shriti Raj; Natalie Colabianchi; Predrag V. Klasnja; Mark W. Newman (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018)

Modeling individual differences: A case study of the application of system identification for personalizing a physical activity intervention. - Sayali S. Phatak; Mohammad T. Freigoun; César A. Martín; Daniel E. Rivera; Elizabeth V. Korinek; Marc A. Adams; Matthew P. Buman; Predrag V. Klasnja; Eric B. Hekler (J. Biomed. Informatics, 2018)

Rethinking Evaluations of MHealth Systems for Behavior Change. - Predrag V. Klasnja; Eric B. Veeraraghavan (GetMobile Mob. Comput. Commun., 2018)

Supporting Coping with Parkinson's Disease Through Self Tracking. - Sonali R. Mishra; Predrag V. Klasnja; John MacDuffie Woodburn; Eric B. Hekler; Larsson Omberg; Michael Kellen; Lara M. Mangravite (CHI, 2019)

Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health. - Peng Liao; Predrag V. Klasnja; Susan A. Murphy (CoRR, 2019)

ReVibe: A Context-assisted Evening Recall Approach to Improve Self-report Adherence. - Mashfiqui Rabbi; Katherine Li; H. Yanna Yan; Kelly Hall; Predrag V. Klasnja; Susan A. Murphy (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019)

Rapidly Personalizing Mobile Health Treatment Policies with Limited Data. - Sabina Tomkins; Peng Liao; Predrag V. Klasnja; Serena Yeung; Susan A. Murphy (CoRR, 2020)

Translating Behavioral Theory into Technological Interventions: Case Study of an mHealth App to Increase Self-reporting of Substance-Use Related Data. - Mashfiqui Rabbi; Meredith Philyaw-Kotov; Jinseok Li; Katherine Li; Bess Rothman; Lexa Giragosian; Maya Reyes; Hannah Gadway; Rebecca M. Cunningham; Erin E. Bonar; Inbal Nahum-Shani; Maureen A. Walton; et al. (CoRR, 2020)

The Micro-Randomized Trial for Developing Digital Interventions: Experimental Design Considerations. - Ashley E. Walton; Linda M. Collins; Predrag V. Klasnja; Inbal Nahum-Shani; Mashfiqui Rabbi; Maureen A. Walton; Susan A. Murphy (CoRR, 2020)

Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity. - Peng Liao; Kristjan H. Greenewald; Predrag V. Klasnja; Susan A. Murphy (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2020)

Digitizing clinical trials. - Omer T. Inan; P. Tenaerts; Sheila A. Prindiville; H. R. Reynolds; D. S. Dizon; K. Cooper-Arnold; Mintu P. Turakhia; Mark J. Pletcher; Kenzie L. Preston; Harlan M. Krumholz; Benjamin M. Marlin; Kenneth D. Mandl; et al. (npj Digit. Medicine, 2020)

Theory is in the Eye of the Beholder: Exploring Difficulties with Validating Intervention Mechanisms: Theory is in the Eye of the Beholder. - Sonali R. Mishra; Shefali Haldar; Ari H. Pollack; Predrag V. Klasnja; Wanda Pratt (CHI Extended Abstracts, 2021)

Online structural kernel selection for mobile health. - Eura Shin; Pedja Klasnja; Susan A. Murphy; Finale Doshi-Velez (CoRR, 2021)

IntelligentPooling: practical Thompson sampling for mHealth. - Sabina Tomkins; Peng Liao; Predrag V. Klasnja; Susan A. Murphy (Mach. Learn., 2021)

Model Personalization in Behavioral Interventions using Model-on-Demand Estimation and Discrete Simultaneous Perturbation Stochastic Approximation. - Rachael T. Kha; Daniel E. Rivera; Predrag V. Klasnja; Eric B. Hekler (ACC, 2022)

Enhanced Social Cognitive Theory Dynamic Modeling and Simulation Towards Improving the Estimation of "Just-In-Time" States. - Mohamed El Mistiri; Daniel E. Rivera; Predrag V. Klasnja; Junghwan Park; Eric B. Hekler (ACC, 2022)

Model Predictive Control Strategies for Optimized mHealth Interventions for Physical Activity. - Mohamed El Mistiri; Daniel E. Rivera; Predrag V. Klasnja; Junghwan Park; Eric B. Hekler (ACC, 2022)

BayesLDM: A Domain-specific Modeling Language for Probabilistic Modeling of Longitudinal Data. - Karine Tung; Steven De La Torre; Mohamed El Mistiri; Rebecca Braga De Braganca; Eric B. Hekler; Misha Pavel; Daniel E. Rivera; Pedja Klasnja; Donna Spruijt-Metz; Benjamin M. Marlin (CHASE, 2022)

Grand Challenges for Personal Informatics and AI. - Lena Mamykina; Daniel A. Epstein; Predrag V. Klasnja; Donna Sprujt-Metz; Jochen Meyer 001; Mary Czerwinski; Tim Althoff; Eun Kyoung Choe; Munmun De Choudhury; Brian Y. Lim (CHI Extended Abstracts, 2022)

Data-driven Interpretable Policy Construction for Personalized Mobile Health. - Dimitris Bertsimas; Predrag V. Klasnja; Susan A. Murphy; Liangyuan Na (ICDH, 2022)

BayesLDM: A Domain-Specific Language for Probabilistic Modeling of Longitudinal Data. - Karine Tung; Steven De La Torre; Mohamed El Mistiri; Rebecca Braga De Braganca; Eric B. Hekler; Misha Pavel; Daniel E. Rivera; Pedja Klasnja; Donna Spruijt-Metz; Benjamin M. Marlin (CoRR, 2022)

Doubly robust nearest neighbors in factor models. - Raaz Dwivedi; Katherine Tian; Sabina Tomkins; Predrag V. Klasnja; Susan A. Murphy; Devavrat Shah (CoRR, 2022)

Idiographic Dynamic Modeling for Behavioral Interventions with Mixed Data Partitioning and Discrete Simultaneous Perturbation Stochastic Approximation. - Rachael T. Kha; Daniel E. Rivera; Predrag V. Klasnja; Eric B. Hekler (ACC, 2023)

Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions. - Karine Karine; Predrag V. Klasnja; Susan A. Murphy; Benjamin M. Marlin (UAI, 2023)

A randomized trial of a mobile health intervention to augment cardiac rehabilitation. - Jessica R. Golbus; Kashvi Gupta; Rachel Stevens; V. Swetha Jeganathan; Evan Luff; Jieru Shi; Walter Dempsey; Thomas Boyden; Bhramar Mukherjee; Sarah Kohnstamm; Vlad Taralunga; Vik Kheterpal; et al. (npj Digit. Medicine, 2023)

Online model selection by learning how compositional kernels evolve. - Eura Shin; Predrag Klasnja; Susan A. Murphy; Finale Doshi-Velez (Trans. Mach. Learn. Res., 2023)

Conducting Research at the Intersection of HCI and Health: Building and Supporting Teams with Diverse Expertise to Increase Public Health Impact. - Elena Agapie; Ravi Karkar; Tricia Aung; Eleanor R. Burgess; Munyaradzi Joel Chinguwa; Andrea K. Graham; Predrag Klasnja; Aaron Lyon; Terika McCall; Sean A. Munson; Francisco Nunes; Katie P. Osterhage (CHI Extended Abstracts, 2024)

AI-Assisted Causal Pathway Diagram for Human-Centered Design. - Ruican Zhong; Donghoon Shin; Rosemary Meza; Predrag Klasnja; Lucas Colusso; Gary Hsieh (CHI, 2024)

Modeling engagement with a digital behavior change intervention (HeartSteps II): An exploratory system identification approach. - Steven De La Torre; Mohamed El Mistiri; Eric B. Hekler; Predrag Klasnja; Benjamin M. Marlin; Misha Pavel; Donna Spruijt-Metz; Daniel E. Rivera (J. Biomed. Informatics, 2024)

Effect-Invariant Mechanisms for Policy Generalization. - Sorawit Saengkyongam; Niklas Pfister; Predrag Klasnja; Susan A. Murphy; Jonas Peters (J. Mach. Learn. Res., 2024)

Did we personalize? Assessing personalization by an online reinforcement learning algorithm using resampling. - Susobhan Ghosh; Raphael Kim; Prasidh Chhabria; Raaz Dwivedi; Predrag Klasnja; Peng Liao; Kelly W. Zhang; Susan A. Murphy (Mach. Learn., 2024)

Harnessing Causality in Reinforcement Learning with Bagged Decision Times. - Daiqi Gao; Hsin-Yu Lai; Predrag Klasnja; Susan A. Murphy (AISTATS, 2025)

Designing Daily Supports for Parent-Child Conversations about Emotion: Ecological Momentary Assessment as Intervention. - Seray B. Ibrahim; Predrag Klasnja; James J. Gross; Petr Slovák (CHI, 2025)

Micro-narratives: A Scalable Method for Eliciting Stories of People's Lived Experience. - Amira Skeggs; Ashish Mehta; Valerie Yap; Seray B. Ibrahim; Charla Rhodes; James J. Gross; Sean A. Munson; Predrag Klasnja; Amy C. Orben; Petr Slovák (CHI, 2025)

Physical activity and diet just-in-time adaptive intervention to reduce blood pressure: a randomized controlled trial. - Michael P. Dorsch; Jessica R. Golbus; Rachel Stevens; Brad Trumpower; Tanima Basu; Evan Luff; Kimberly Warden; Michael Giacalone; Sarah Bailey; Gabriella V. Rubick; Sonali R. Mishra; Predrag Klasnja; et al. (npj Digit. Medicine, 2025)