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Inbal Nahum-Shani

4 accepted papers

2025

A Deployed Online Reinforcement Learning Algorithm in an Oral Health Clinical Trial

AAAI 2025technical

Dental disease is a prevalent chronic condition associated with substantial financial burden, personal suffering, and increased risk of systemic diseases. Despite widespread recommendations for twice-daily tooth brushing, adherence to recommended oral self-care behaviors remains sub-optimal due to f…

2024

ReBandit: Random Effects Based Online RL Algorithm for Reducing Cannabis Use

IJCAI 2024poster

The escalating prevalence of cannabis use, and associated cannabis-use disorder (CUD), poses a significant public health challenge globally. With a notably wide treatment gap, especially among emerging adults (EAs; ages 18-25), addressing cannabis use and CUD remains a pivotal objective within the 2…

2023

Reward Design for an Online Reinforcement Learning Algorithm Supporting Oral Self-Care

AAAI 2023technical

While dental disease is largely preventable, professional advice on optimal oral hygiene practices is often forgotten or abandoned by patients. Therefore patients may benefit from timely and personalized encouragement to engage in oral self-care behaviors. In this paper, we develop an online reinfor…

2020

A Robust Functional EM Algorithm for Incomplete Panel Count Data

NeurIPS 2020poster

Panel count data describes aggregated counts of recurrent events observed at discrete time points. To understand dynamics of health behaviors and predict future negative events, the field of quantitative behavioral research has evolved to increasingly rely upon panel count data collected via multip…

Cited by 2SourcePDFScholar