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ORCIDPredrag V. Klasnja
Predrag Klasnja – Pedja Klasnja
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2020 – today
- 2024
[j18]Steven De La Torre, Mohamed El Mistiri, Eric B. Hekler, Predrag Klasnja, Benjamin M. Marlin, Misha Pavel, Donna Spruijt-Metz, Daniel E. Rivera:
Modeling engagement with a digital behavior change intervention (HeartSteps II): An exploratory system identification approach. J. Biomed. Informatics 158: 104721 (2024)- [j17]Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, Susan A. Murphy, Jonas Peters:
Effect-Invariant Mechanisms for Policy Generalization. J. Mach. Learn. Res. 25: 34:1-34:36 (2024) - [j16]Susobhan Ghosh
, Raphael Kim, Prasidh Chhabria, Raaz Dwivedi, Predrag Klasnja, Peng Liao, Kelly W. Zhang, Susan A. Murphy:
Did we personalize? Assessing personalization by an online reinforcement learning algorithm using resampling. Mach. Learn. 113(7): 3961-3997 (2024) - [c41]Ruican Zhong, Donghoon Shin, Rosemary Meza, Predrag Klasnja, Lucas Colusso, Gary Hsieh:
AI-Assisted Causal Pathway Diagram for Human-Centered Design. CHI 2024: 2:1-2:19 - [c40]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:
Conducting Research at the Intersection of HCI and Health: Building and Supporting Teams with Diverse Expertise to Increase Public Health Impact. CHI Extended Abstracts 2024: 463:1-463:6 - [i14]Ruican Zhong, Donghoon Shin, Rosemary Meza, Predrag Klasnja, Lucas Colusso, Gary Hsieh:
AI-Assisted Causal Pathway Diagram for Human-Centered Design. CoRR abs/2403.08111 (2024) - 2023
- [j15]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, Susan A. Murphy, Predrag V. Klasnja, Sachin Kheterpal, Brahmajee K. Nallamothu:
A randomized trial of a mobile health intervention to augment cardiac rehabilitation. npj Digit. Medicine 6 (2023) - [j14]Eura Shin, Predrag Klasnja, Susan A. Murphy, Finale Doshi-Velez:
Online model selection by learning how compositional kernels evolve. Trans. Mach. Learn. Res. 2023 (2023) - [c39]Rachael T. Kha, Daniel E. Rivera, Predrag V. Klasnja, Eric B. Hekler:
Idiographic Dynamic Modeling for Behavioral Interventions with Mixed Data Partitioning and Discrete Simultaneous Perturbation Stochastic Approximation. ACC 2023: 283-288 - [c38]Karine Karine, Predrag V. Klasnja, Susan A. Murphy, Benjamin M. Marlin:
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions. UAI 2023: 1047-1057 - [i13]Susobhan Ghosh, Raphael Kim, Prasidh Chhabria, Raaz Dwivedi, Predrag V. Klasnja, Peng Liao, Kelly W. Zhang, Susan A. Murphy:
Did we personalize? Assessing personalization by an online reinforcement learning algorithm using resampling. CoRR abs/2304.05365 (2023) - [i12]Karine Karine, Predrag V. Klasnja, Susan A. Murphy, Benjamin M. Marlin:
Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions. CoRR abs/2305.09913 (2023) - [i11]Sorawit Saengkyongam, Niklas Pfister, Predrag V. Klasnja, Susan A. Murphy, Jonas Peters:
Effect-Invariant Mechanisms for Policy Generalization. CoRR abs/2306.10983 (2023) - 2022
- [c37]Mohamed El Mistiri, Daniel E. Rivera, Predrag V. Klasnja, Junghwan Park, Eric B. Hekler:
Enhanced Social Cognitive Theory Dynamic Modeling and Simulation Towards Improving the Estimation of "Just-In-Time" States. ACC 2022: 468-473 - [c36]Rachael T. Kha, Daniel E. Rivera, Predrag V. Klasnja, Eric B. Hekler:
Model Personalization in Behavioral Interventions using Model-on-Demand Estimation and Discrete Simultaneous Perturbation Stochastic Approximation. ACC 2022: 671-676 - [c35]Mohamed El Mistiri, Daniel E. Rivera, Predrag V. Klasnja, Junghwan Park, Eric B. Hekler:
Model Predictive Control Strategies for Optimized mHealth Interventions for Physical Activity. ACC 2022: 1392-1397 - [c34]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:
BayesLDM: A Domain-specific Modeling Language for Probabilistic Modeling of Longitudinal Data. CHASE 2022: 78-90 - [c33]Lena Mamykina, Daniel A. Epstein, Predrag V. Klasnja, Donna Sprujt-Metz, Jochen Meyer, Mary Czerwinski, Tim Althoff, Eun Kyoung Choe, Munmun De Choudhury, Brian Y. Lim:
Grand Challenges for Personal Informatics and AI. CHI Extended Abstracts 2022: 76:1-76:6 - [c32]Dimitris Bertsimas, Predrag V. Klasnja, Susan A. Murphy, Liangyuan Na:
Data-driven Interpretable Policy Construction for Personalized Mobile Health. ICDH 2022: 13-22 - [i10]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:
BayesLDM: A Domain-Specific Language for Probabilistic Modeling of Longitudinal Data. CoRR abs/2209.05581 (2022) - [i9]Raaz Dwivedi, Katherine Tian, Sabina Tomkins, Predrag V. Klasnja, Susan A. Murphy, Devavrat Shah:
Doubly robust nearest neighbors in factor models. CoRR abs/2211.14297 (2022) - 2021
- [j13]Sabina Tomkins, Peng Liao, Predrag V. Klasnja, Susan A. Murphy:
IntelligentPooling: practical Thompson sampling for mHealth. Mach. Learn. 110(9): 2685-2727 (2021) - [c31]Sonali R. Mishra, Shefali Haldar, Ari H. Pollack, Predrag V. Klasnja, Wanda Pratt:
Theory is in the Eye of the Beholder: Exploring Difficulties with Validating Intervention Mechanisms: Theory is in the Eye of the Beholder. CHI Extended Abstracts 2021: 401:1-401:6 - [i8]Eura Shin, Pedja Klasnja, Susan A. Murphy, Finale Doshi-Velez:
Online structural kernel selection for mobile health. CoRR abs/2107.09949 (2021) - 2020
- [j12]Peng Liao, Kristjan H. Greenewald, Predrag V. Klasnja, Susan A. Murphy:
Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 4(1): 18:1-18:22 (2020) - [j11]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, Predrag V. Klasnja, Bonnie Spring, Erin Iturriaga, R. Campo, P. Desvigne-Nickens, Y. Rosenberg, Steven R. Steinhubl, Robert M. Califf:
Digitizing clinical trials. npj Digit. Medicine 3 (2020) - [i7]Sabina Tomkins, Peng Liao, Predrag V. Klasnja, Serena Yeung, Susan A. Murphy:
Rapidly Personalizing Mobile Health Treatment Policies with Limited Data. CoRR abs/2002.09971 (2020) - [i6]Mashfiqui Rabbi, Meredith Philyaw-Kotov, Jinseok Li, Katherine Li, Bess Rothman, Lexa Giragosian, Maya Reyes, Hannah Gadway, Rebecca M. Cunningham, Erin Bonar, Inbal Nahum-Shani, Maureen A. Walton, Susan A. Murphy, Predrag V. Klasnja:
Translating Behavioral Theory into Technological Interventions: Case Study of an mHealth App to Increase Self-reporting of Substance-Use Related Data. CoRR abs/2003.13545 (2020) - [i5]Ashley E. Walton, Linda M. Collins, Predrag V. Klasnja, Inbal Nahum-Shani, Mashfiqui Rabbi, Maureen A. Walton, Susan A. Murphy:
The Micro-Randomized Trial for Developing Digital Interventions: Experimental Design Considerations. CoRR abs/2005.05880 (2020) - [i4]Sabina Tomkins, Peng Liao, Predrag V. Klasnja, Susan A. Murphy:
IntelligentPooling: Practical Thompson Sampling for mHealth. CoRR abs/2008.01571 (2020)
2010 – 2019
- 2019
- [j10]Mashfiqui Rabbi, Katherine Li, H. Yanna Yan, Kelly Hall, Predrag V. Klasnja, Susan A. Murphy:
ReVibe: A Context-assisted Evening Recall Approach to Improve Self-report Adherence. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 3(4): 149:1-149:27 (2019) - [c30]Sonali R. Mishra, Predrag V. Klasnja, John MacDuffie Woodburn, Eric B. Hekler, Larsson Omberg, Michael Kellen, Lara M. Mangravite:
Supporting Coping with Parkinson's Disease Through Self Tracking. CHI 2019: 107 - [i3]Peng Liao, Kristjan H. Greenewald, Predrag V. Klasnja, Susan A. Murphy:
Personalized HeartSteps: A Reinforcement Learning Algorithm for Optimizing Physical Activity. CoRR abs/1909.03539 (2019) - [i2]Peng Liao, Predrag V. Klasnja, Susan A. Murphy:
Off-Policy Estimation of Long-Term Average Outcomes with Applications to Mobile Health. CoRR abs/1912.13088 (2019) - 2018
- [j9]Gaurav Paruthi, Shriti Raj, Natalie Colabianchi, Predrag V. Klasnja, Mark W. Newman:
Finding the Sweet Spot(s): Understanding Context to Support Physical Activity Plans. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(1): 29:1-29:17 (2018) - [j8]Peng Liao, Walter Dempsey, Hillol Sarker, Syed Monowar Hossain, Mustafa al'Absi, Predrag V. Klasnja, Susan A. Murphy:
Just-in-Time but Not Too Much: Determining Treatment Timing in Mobile Health. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2(4): 179:1-179:21 (2018) - [j7]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:
Modeling individual differences: A case study of the application of system identification for personalizing a physical activity intervention. J. Biomed. Informatics 79: 82-97 (2018) - [j6]Predrag V. Klasnja, Eric B. Veeraraghavan:
Rethinking Evaluations of MHealth Systems for Behavior Change. GetMobile Mob. Comput. Commun. 22(2): 11-14 (2018) - [c29]Zachary G. Wyner, Juliane S. Reynolds, Chayim Herzig-Marx, Shyam Deval, Adam Rauch, Jeffrey S. Brown, Predrag V. Klasnja, Sascha Dublin, David Martin:
A Generalizable Smartphone-Based Clinical Research Platform. AMIA 2018 - [i1]Sabina Tomkins, Predrag V. Klasnja, Susan A. Murphy:
Personalizing Intervention Probabilities By Pooling. CoRR abs/1812.00463 (2018) - 2017
- [c28]Predrag V. Klasnja, Eric B. Hekler, Elizabeth V. Korinek, John Harlow, Sonali R. Mishra:
Toward Usable Evidence: Optimizing Knowledge Accumulation in HCI Research on Health Behavior Change. CHI 2017: 3071-3082 - [c27]Mashfiqui Rabbi, Meredith Philyaw-Kotov, Jinseok Lee, Anthony Mansour, Laura Dent, Xiaolei Wang, Rebecca M. Cunningham, Erin Bonar, Inbal Nahum-Shani, Predrag V. Klasnja, Maureen A. Walton, Susan A. Murphy:
SARA: a mobile app to engage users in health data collection. UbiComp/ISWC Adjunct 2017: 781-789 - [c26]Kristjan H. Greenewald, Ambuj Tewari, Susan A. Murphy, Predrag V. Klasnja:
Action Centered Contextual Bandits. NIPS 2017: 5977-5985 - [c25]Sonali R. Mishra, Predrag V. Klasnja:
"Move into another world of happy": insights for designing affect-based physical activity interventions. PervasiveHealth 2017: 21-30 - [p1]Shawna N. Smith, Andy Jinseok Lee, Kelly Hall, Nicholas J. Seewald, Audrey Boruvka, Susan A. Murphy, Predrag V. Klasnja:
Design Lessons from a Micro-Randomized Pilot Study in Mobile Health. Mobile Health - Sensors, Analytic Methods, and Applications 2017: 59-82 - 2016
- [j5]Andrea Barbarin, Predrag V. Klasnja, Tiffany C. Veinot:
Good or bad, ups and downs, and getting better: Use of personal health data for temporal reflection in chronic illness. Int. J. Medical Informatics 94: 237-245 (2016) - 2015
- [c24]Predrag V. Klasnja, Logan Kendall, Wanda Pratt, Katherine S. Blondon:
Long-Term Engagement with Health-Management Technology: a Dynamic Process in Diabetes. AMIA 2015 - [c23]Andrea Barbarin, Tiffany C. Veinot, Predrag V. Klasnja:
Taking our Time: Chronic Illness and Time-Based Objects in Families. CSCW 2015: 288-301 - 2014
- [j4]Sunny Consolvo, Predrag V. Klasnja, David W. McDonald, James A. Landay:
Designing for Healthy Lifestyles: Design Considerations for Mobile Technologies to Encourage Consumer Health and Wellness. Found. Trends Hum. Comput. Interact. 6(3-4): 167-315 (2014) - [j3]Predrag V. Klasnja, Wanda Pratt:
Managing health with mobile technology. Interactions 21(1): 66-69 (2014) - 2013
- [c22]Allen J. Flynn, Predrag V. Klasnja, Charles P. Friedman:
Taking it Easy - A Needs Analysis for Computer-generated Advice to Simplify Home Medication Regimens. AMIA 2013 - [c21]Logan Kendall, Katherine S. Blondon, Justin Iwasaki, Predrag V. Klasnja, Andrew A. White, Jennifer A. Best:
Use of Simulated Physician Handoffs to Study Cross-cover Chart Biopsy in the Electronic Medical Record. AMIA 2013 - [c20]Eric B. Hekler, Predrag V. Klasnja, Jon Froehlich, Matthew P. Buman:
Mind the theoretical gap: interpreting, using, and developing behavioral theory in HCI research. CHI 2013: 3307-3316 - [c19]Katherine S. Blondon, Predrag V. Klasnja:
Designing Supportive Mobile Technology for Stable Diabetes. HCI (10) 2013: 361-370 - 2012
- [j2]Predrag V. Klasnja, Wanda Pratt:
Healthcare in the pocket: Mapping the space of mobile-phone health interventions. J. Biomed. Informatics 45(1): 184-198 (2012) - [c18]Rupa A. Patel, Predrag V. Klasnja, Andrea L. Hartzler, Kenton T. Unruh, Wanda Pratt:
Probing the benefits of real-time tracking during cancer care. AMIA 2012 - 2011
- [c17]Logan Kendall, Andrea Civan-Hartzler, Predrag V. Klasnja, Wanda Pratt:
Descriptive analysis of physical activity conversations on Twitter. CHI Extended Abstracts 2011: 1555-1560 - [c16]Predrag V. Klasnja, Sunny Consolvo, Wanda Pratt:
How to evaluate technologies for health behavior change in HCI research. CHI 2011: 3063-3072 - 2010
- [c15]Predrag V. Klasnja, Andrea Civan-Hartzler, Kenton T. Unruh, Wanda Pratt:
Blowing in the wind: unanchored patient information work during cancer care. CHI 2010: 193-202
2000 – 2009
- 2009
- [c14]Predrag V. Klasnja, Sunny Consolvo, David W. McDonald, James A. Landay, Wanda Pratt:
Using Mobile & Personal Sensing Technologies to Support Health Behavior Change in Everyday Life: Lessons Learned. AMIA 2009 - [c13]Jon Froehlich, Tawanna Dillahunt, Predrag V. Klasnja, Jennifer Mankoff, Sunny Consolvo, Beverly L. Harrison, James A. Landay:
UbiGreen: investigating a mobile tool for tracking and supporting green transportation habits. CHI 2009: 1043-1052 - [c12]Predrag V. Klasnja, Sunny Consolvo, Jaeyeon Jung, Benjamin Greenstein, Louis LeGrand, Pauline S. Powledge, David Wetherall:
"When I am on Wi-Fi, I am fearless": privacy concerns & practices in eeryday Wi-Fi use. CHI 2009: 1993-2002 - [c11]Shaun K. Kane, Predrag V. Klasnja:
Supporting volunteer activities with mobile social software. CHI Extended Abstracts 2009: 4567-4572 - [c10]Sunny Consolvo, Predrag V. Klasnja, David W. McDonald, James A. Landay:
Goal-setting considerations for persuasive technologies that encourage physical activity. PERSUASIVE 2009: 8 - [c9]Predrag V. Klasnja, Sunny Consolvo, Tanzeem Choudhury, Richard Beckwith, Jeffrey Hightower:
Exploring Privacy Concerns about Personal Sensing. Pervasive 2009: 176-183 - 2008
- [j1]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, Jonathan Lester, Ali Rahimi, Adam D. Rea, Danny Wyatt:
The Mobile Sensing Platform: An Embedded Activity Recognition System. IEEE Pervasive Comput. 7(2): 32-41 (2008) - [c8]Lisa P. Nathan, Batya Friedman, Predrag V. Klasnja, Shaun K. Kane, Jessica K. Miller:
Envisioning systemic effects on persons and society throughout interactive system design. Conference on Designing Interactive Systems 2008: 1-10 - [c7]Andrea Civan, William Jones, Predrag V. Klasnja, Harry Bruce:
Better to organize personal information by folders or by tags?: The devil is in the details. ASIST 2008: 1-13 - [c6]Elisabeth A. Jones, Harry Bruce, Predrag V. Klasnja, William Jones:
I give up! Five factors that contribute to the abandonment of information management strategies. ASIST 2008: 1-6 - [c5]William Jones, Predrag V. Klasnja, Andrea Civan, Michael L. Adcock:
The personal project planner: planning to organize personal information. CHI 2008: 681-684 - [c4]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:
Activity sensing in the wild: a field trial of ubifit garden. CHI 2008: 1797-1806 - [c3]Sunny Consolvo, Predrag V. Klasnja, David W. McDonald, Daniel Avrahami, Jon Froehlich, Louis LeGrand, Ryan Libby, Keith Mosher, James A. Landay:
Flowers or a robot army?: encouraging awareness & activity with personal, mobile displays. UbiComp 2008: 54-63 - [c2]Predrag V. Klasnja, Beverly L. Harrison, Louis LeGrand, Anthony LaMarca, Jon Froehlich, Scott E. Hudson:
Using wearable sensors and real time inference to understand human recall of routine activities. UbiComp 2008: 154-163 - 2007
- [c1]Lisa P. Nathan, Predrag V. Klasnja, Batya Friedman:
Value scenarios: a technique for envisioning systemic effects of new technologies. CHI Extended Abstracts 2007: 2585-2590
Coauthor Index
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