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Virtual health counselors offer the potential to provide users with information and counseling in complex areas such as disease management and health education. However, ensuring user engagement is challenging, particularly when the volume…

人机交互 · 计算机科学 2024-07-09 Mina Fallah , Farnaz Nouraei , Hye Sun Yun , Timothy Bickmore

This study is concerned with the determination of optimal appointment times for a sequence of jobs with uncertain duration. We investigate the data-driven Appointment Scheduling Problem (ASP) when one has $n$ observations of $p$ features…

最优化与控制 · 数学 2021-08-13 Nima Salehi Sadghiani , Saeid Motiian

We investigate the scheduling of a common resource between several concurrent users when the feasible transmission rate of each user varies randomly over time. Time is slotted and users arrive and depart upon service completion. This may…

性能 · 计算机科学 2015-03-18 U. Ayesta , M. Erausquin , M. Jonckheere , I. M. Verloop

Promoting healthy lifestyle behaviors remains a major public health concern, particularly due to their crucial role in preventing chronic conditions such as cancer, heart disease, and type 2 diabetes. Mobile health applications present a…

机器学习 · 计算机科学 2024-05-24 Aishwarya Mandyam , Matthew Jörke , William Denton , Barbara E. Engelhardt , Emma Brunskill

Preferences play a key role in determining what goals/constraints to satisfy when not all constraints can be satisfied simultaneously. In this work, we study preference-based planning in a stochastic system modeled as a Markov decision…

形式语言与自动机理论 · 计算机科学 2022-03-28 Abhishek Ninad Kulkarni , Jie Fu

Amid unprecedented times caused by COVID-19, healthcare systems all over the world are strained to the limits of, or even beyond, capacity. A similar event is experienced by some healthcare systems regularly, due to for instance seasonal…

性能 · 计算机科学 2020-04-30 Binyamin Oz , Seva Shneer , Ilze Ziedins

We study a routing and appointment scheduling problem with uncertain service and travel times arising from home service practice. Specifically, given a set of customers within a service region that an operator needs to serve, we seek to…

最优化与控制 · 数学 2021-11-23 Man Yiu , Tsang , Karmel S. Shehadeh

Recent shifts in global health priorities have positioned Population Health Management (PHM) as a central area of focus. However, optimizing PHM strategies presents several challenges: managing high-dimensional patient covariates, tracking…

最优化与控制 · 数学 2026-04-10 Daniel Adelman , Alba V Olivares-Nadal , Miaolan Xie

As pressure on the healthcare system increases, patients that require elective surgery experience longer access times to pre- and post-operative appointments and surgery. Hospitals can control their waiting lists by allocating timeslots to…

最优化与控制 · 数学 2024-10-15 Y. M. van der Vlugt , J. T. van Essen , R. F. M. Vromans , M. Carlier

With the growing imbalance between limited medical resources and escalating demands, AI-based clinical tasks have become paramount. As a sub-domain, medication recommendation aims to amalgamate longitudinal patient history with medical…

人工智能 · 计算机科学 2023-11-28 Xiang Li , Shunpan Liang , Yulei Hou , Tengfei Ma

Clinician scheduling remains a persistent challenge due to limited clinical resources and fluctuating demands. This complexity is especially acute in large academic anesthesiology departments as physicians balance responsibilities across…

最优化与控制 · 数学 2025-10-03 Anjali Jha , Wanqing Chen , Maxim Eckmann , Ian Stockwell , Jianwu Wang , Kai Sun

Chronic diseases and cancer account for over 75 percent of healthcare costs in the US. Increased prevention services and improved primary care are thought to decrease costs. Current models for detecting changes in the health of populations…

种群与进化 · 定量生物学 2013-07-15 Jacob Kuriyan , Nathaniel Cobb

In this study, we investigated the application of bio-inspired optimization algorithms, including Genetic Algorithm, Particle Swarm Optimization, and Whale Optimization Algorithm, for feature selection in chronic disease prediction. The…

神经与进化计算 · 计算机科学 2024-01-12 Abeer Dyoub , Ivan Letteri

The health outcomes of high-need patients can be substantially influenced by the degree of patient engagement in their own care. The role of care managers includes that of enrolling patients into care programs and keeping them sufficiently…

机器学习 · 计算机科学 2019-06-21 Subhro Das , Chandramouli Maduri , Ching-Hua Chen , Pei-Yun S. Hsueh

The optimization of complex medical appointment scheduling remains a significant operational challenge in multi-center healthcare environments, where clinical safety protocols and patient logistics must be reconciled. This study proposes…

神经与进化计算 · 计算机科学 2026-02-26 Ana Rodrigues , Rui Rego

The data science revolution has highlighted the varying roles that data analytic products can play in a different industries and applications. There has been particular interest in using analytic products coupled with algorithmic prediction…

应用统计 · 统计学 2023-10-27 Roger D. Peng

A software agent may be a member of a Multi-Agent System (MAS) which is collectively performing a range of complex and intelligent tasks. In the hospital, scheduling decisions are finding difficult to schedule because of the dynamic changes…

人工智能 · 计算机科学 2012-06-11 G. Mageshwari , E. Grace Mary Kanaga

Nurse staffing and scheduling are persistent challenges in healthcare due to demand fluctuations and individual nurse preferences. This study introduces the concept of bounded flexibility, balancing nurse satisfaction with strict rostering…

最优化与控制 · 数学 2025-06-02 Si Zhang , Paul Mingzheng Tang , Hoong Chuin Lau

Background: Chronic diseases impose a sustained burden on healthcare systems through progressive deterioration and long-term costs. Although adherence-enhancing interventions are widely promoted, their return on investment (ROI) remains…

综合金融 · 定量金融 2025-10-09 Jinho Cha , Eunchan D. Cha , Emily Yoo , Hyoshin Song

Emergency departments (EDs) often use a shared-queue setup in which physicians self-assign cases from a pool of triaged patients. We conduct a multi-method study to examine this self-assignment behavior and its effects on system…

综合经济学 · 经济学 2026-05-26 Brett Hathaway , Evgeny Kagan , John Jones