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Increasing technological sophistication and widespread use of smartphones and wearable devices provide opportunities for innovative and highly personalized health interventions.
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions
Predrag Klasnja, Eric B. Hekler, Saul Shiffman, Audrey Boruvka, Daniel Almirall, Ambuj Tewari, and Susan A. Murphy · 1930
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The lindeberg-levy theorem for martingales
Patrick Billingsley · 1961
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Continuity and location of zeros of linear combinations of polynomials
Mishael Zedek · 1965
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A one-armed bandit problem with a concomitant variable
Michael Woodroofe · 1979
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Sensitivity and stability analysis for nonlinear programming
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Stochastic programming
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Nonlinear programming
Dimitri P Bertsekas · 1999
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Actor-critic algorithms
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Asymptotic statistics , volume 3
Aad W Van der Vaart · 2000
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An actor-critic algorithm for constrained markov decision processes
Vivek S Borkar · 2005
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Convex approximations of chance constrained programs
Arkadi Nemirovski and Alexander Shapiro · 2006
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Activity sensing in the wild: a field trial of ubifit garden
Sunny Consolvo, David W McDonald, Tammy Toscos, Mike Y Chen, Jon Froehlich, Beverly Harrison, Predrag Klasnja, Anthony LaMarca, Louis LeGrand, Ryan Libby, et al · 2008
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The epoch-greedy algorithm for multi-armed bandits with side information
John Langford and Tong Zhang · 2008
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Exploration–exploitation tradeoff using variance estimates in multi-armed bandits
Jean-Yves Audibert, Rémi Munos, and Csaba Szepesvári · 2009
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Natural actor–critic algorithms
Shalabh Bhatnagar, Richard S Sutton, Mohammad Ghavamzadeh, and Mark Lee · 2009
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A text message-based intervention for weight loss: randomized controlled trial
Kevin Patrick, Fred Raab, Marc Adams, Lindsay Dillon, Marion Zabinski, Cheryl Rock, William Griswold, and Gregory Norman · 2009
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Results from two randomized clinical trials evaluating the impact of quarterly recovery management checkups with adult chronic substance users
Christy K Scott and Michael L Dennis · 2009
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Enhancement of care through self-monitoring and tailored feedback via text messaging and their use in the treatment of childhood overweight
Stephanie Bauer, Judith de Niet, Reinier Timman, and Hans Kordy · 2010
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Text-message-based drinking assessments and brief interventions for young adults discharged from the emergency department
Brian Suffoletto, Clifton Callaway, Jeff Kristan, Kevin Kraemer, and Duncan B Clark · 2012
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User-friendly tail bounds for sums of random matrices
Joel A Tropp · 2012
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Thompson sampling for contextual bandits with linear payoffs
Shipra Agrawal and Navin Goyal · 2013
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Harnessing different motivational frames via mobile phones to promote daily physical activity and reduce sedentary behavior in aging adults
Abby C King, Eric B Hekler, Lauren A Grieco, Sandra J Winter, Jylana L Sheats, Matthew P Buman, Banny Banerjee, Thomas N Robinson, and Jesse Cirimele · 2013
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Development and evaluation of a mobile intervention for heavy drinking and smoking among college students
Katie Witkiewitz, Sruti A Desai, Sarah Bowen, Barbara C Leigh, Megan Kirouac, and Mary E Larimer · 2014
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A contextual-bandit approach to personalized news article recommendation
Lihong Li, Wei Chu, John Langford, and Robert E Schapire · 2010
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Online actor–critic algorithm to solve the continuous-time infinite horizon optimal control problem
Kyriakos G Vamvoudakis and Frank L Lewis · 2010
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A sampling-and-discarding approach to chance-constrained optimization: feasibility and optimality
Marco C Campi and Simone Garatti · 2011
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Contextual bandits with linear payoff functions
Wei Chu, Lihong Li, Lev Reyzin, and Robert E Schapire · 2011
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Explicating an evidence-based, theoretically informed, mobile technology-based system to improve outcomes for people in recovery for alcohol dependence
David H Gustafson, Bret R Shaw, Andrew Isham, Timothy Baker, Michael G Boyle, and Michael Levy · 2011
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Health behavior models in the age of mobile interventions: are our theories up to the task?
William T Riley, Daniel E Rivera, Audie A Atienza, Wendy Nilsen, Susannah M Allison, and Robin Mermelstein · 2011
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Thompson sampling for contextual bandits with linear payoffs
Shipra Agrawal and Navin Goyal · 2012
Cited alongside, same era.
Randomised trials for the fitbit generation
Walter Dempsey, Peng Liao, Pedja Klasnja, Inbal Nahum-Shani, and Susan A Murphy · 2015
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Behavioral response to a just-in-time adaptive intervention (jitai) to reduce sedentary behavior in obese adults: Implications for jitai optimization
J Graham Thomas and Dale S Bond · 2015
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The conceptualization of a just-in-time adaptive intervention (jitai) for the reduction of sedentary behavior in older adults
Andre Matthias Müller, Ann Blandford, and Lucy Yardley · 2017
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From ads to interventions: Contextual bandits in mobile health
Ambuj Tewari and Susan A Murphy · 2017
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Just-in-time adaptive interventions (jitais) in mobile health: key components and design principles for ongoing health behavior support
Inbal Nahum-Shani, Shawna N Smith, Bonnie J Spring, Linda M Collins, Katie Witkiewitz, Ambuj Tewari, and Susan A Murphy · 2018
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Developments in mobile health just-in-time adaptive interventions for addiction science
Stephanie M Carpenter, Marianne Menictas, Inbal Nahum-Shani, David W Wetter, and Susan A Murphy · 2020
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mhealth for pediatric chronic pain: state of the art and future directions
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Intelligentpooling: Practical thompson sampling for mhealth
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