Search Results - "El Mistiri, Mohamed"

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

    Published in Journal of biomedical informatics (01-10-2024)
    “…[Display omitted] Digital behavior change interventions (DBCIs) are feasibly effective tools for addressing physical activity. However, in-depth understanding…”
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    Journal Article
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    A decision framework for an adaptive behavioral intervention for physical activity using hybrid model predictive control: illustration with Just Walk by Cevallos, Daniel, Martín, César A, Mistiri, Mohamed El, Rivera, Daniel E, Hekler, Eric

    “…Physical inactivity is a major contributor to morbidity and mortality worldwide. Many current physical activity behavioral interventions have shown limited…”
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    Journal Article
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    System Identification and Hybrid Model Predictive Control in Personalized mHealth Interventions for Physical Activity by El Mistiri, Mohamed, Khan, Owais, Rivera, Daniel E., Hekler, Eric

    Published in 2023 American Control Conference (ACC) (01-01-2023)
    “…The application of control systems principles in behavioral medicine includes developing interventions that can be individualized to promote healthy behaviors,…”
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    Conference Proceeding Journal Article
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    Model Predictive Control Strategies for Optimized mHealth Interventions for Physical Activity by El Mistiri, Mohamed, Rivera, Daniel E., Klasnja, Predrag, Park, Junghwan, Hekler, Eric

    Published in 2022 American Control Conference (ACC) (01-06-2022)
    “…Many individuals fail to engage in sufficient physical activity (PA), despite its well-known health benefits. This paper examines Model Predictive Control…”
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    Conference Proceeding Journal Article
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    Enhanced Social Cognitive Theory Dynamic Modeling and Simulation Towards Improving the Estimation of "Just-In-Time" States by Mistiri, Mohamed El, Rivera, Daniel E., Klasnja, Predrag, Park, Junghwan, Hekler, Eric

    Published in 2022 American Control Conference (ACC) (01-01-2022)
    “…Insufficient physical activity (PA) is commonplace in society, in spite of its significant impact on personal health and well-being. Improved interventions are…”
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    Conference Proceeding Journal Article
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    3DoF-KF HMPC: A Kalman filter-based Hybrid Model Predictive Control Algorithm for Mixed Logical Dynamical Systems by Khan, Owais, El Mistiri, Mohamed, Banerjee, Sarasij, Hekler, Eric, Rivera, Daniel E.

    Published in Control engineering practice (01-01-2025)
    “…This paper presents the formulation, design procedure, and application of a hybrid model predictive control (HMPC) scheme for hybrid systems that is embedded…”
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    Journal Article
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    System Identification and Control Systems Engineering Approaches for Optimal and Practical Personalized mHealth Interventions for Physical Activity by El Mistiri, Mohamed

    Published 01-01-2024
    “…Physical inactivity is a major contributor to chronic illnesses and mortality globally. However, most interventions to address it rely on static, aggregate…”
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    Dissertation
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    A Kalman filter-based Hybrid Model Predictive Control Algorithm for Mixed Logical Dynamical Systems: Application to Optimized Interventions for Physical Activity by Khan, Owais, El Mistiri, Mohamed, Rivera, Daniel E., Martin, Casar A., Hekler, Eric

    “…Hybrid Model Predictive Control (HMPC) is presented as a decision-making tool for novel behavioral interventions to increase physical activity in sedentary…”
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    Conference Proceeding
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    BayesLDM: A Domain-Specific Language for Probabilistic Modeling of Longitudinal Data by Tung, Karine, De La Torre, Steven, Mistiri, Mohamed El, De Braganca, Rebecca Braga, Hekler, Eric, Pavel, Misha, Rivera, Daniel, Klasnja, Pedja, Spruijt-Metz, Donna, Marlin, Benjamin M

    Published 12-09-2022
    “…In this paper we present BayesLDM, a system for Bayesian longitudinal data modeling consisting of a high-level modeling language with specific features for…”
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    Journal Article
  13. 13

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

    “…In this paper we present BayesLDM, a library for Bayesian longitudinal data modeling consisting of a high-level modeling language with specific features for…”
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    Conference Proceeding Journal Article