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Nursing homes are critical facilities for caring frail older adults with round-the-clock formal care and personal assistance. To ensure quality care for nursing home residents, adequate staffing level is of great importance. Current nursing…

Applications · Statistics 2021-02-09 Xuxue Sun , Nan Kong , Nazmus Sakib , Chao Meng , Kathryn Hyer , Hongdao Meng , Chris Masterson , Mingyang Li

Population aging is a global challenge, leading to increased demand for health care and social services for the elderly. Home Health Care (HHC) is a vital solution to serve this segment of the population. Given the increasing demand for…

Homelessness systems in North America adopt coordinated data-driven approaches to efficiently match support services to clients based on their assessed needs and available resources. AI tools are increasingly being implemented to allocate…

Human-Computer Interaction · Computer Science 2025-02-14 Erina Seh-Young Moon , Devansh Saxena , Dipto Das , Shion Guha

We study a fundamental model of resource allocation in which a finite number of resources must be assigned in an online manner to a heterogeneous stream of customers. The customers arrive randomly over time according to known stochastic…

Optimization and Control · Mathematics 2018-05-16 Clifford Stein , Van-Anh Truong , Xinshang Wang

The rapid development of the mobile Internet and the Internet of Things is leading to a diversification of user devices and the emergence of new mobile applications on a regular basis. Such applications include those that are…

Computational Engineering, Finance, and Science · Computer Science 2024-08-13 Xirui Tang , Zeyu Wang , Xiaowei Cai , Honghua Su , Changsong Wei

With an ever growing number of heterogeneous applicational services running on equally heterogeneous computational systems, the problem of resource management becomes more essential. Although current solutions consider some network and time…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-05 Rui Eduardo Lopes , Duarte Raposo , Pedro V. Teixeira , Susana Sargento

The adoption of the Prospective Payment System (PPS) in the UK National Health Service (NHS) has led to the creation of patient groups called Health Resource Groups (HRG). HRGs aim to identify groups of clinically similar patients that…

Computers and Society · Computer Science 2021-07-02 Chimdimma Noelyn Onah , Richard Allmendinger , Julia Handl , Ken W. Dunn

Recently the patient-centered medical home (PCMH) model has become a popular team-based approach focused on delivering more streamlined care to patients. In current practices of medical homes, a clinical-based prediction frame is…

Applications · Statistics 2014-02-27 Saeede Ajorlou , Issac Shams , Kai Yang

Over the past decade, there has been a severe staffing shortage in mental healthcare, exacerbated by increased demand for mental health services due to COVID-19. This demand is projected to increase over the next decade or so, necessitating…

Applications · Statistics 2025-03-10 Harsha Chamara Hewage , Bahman Rostami-Tabar

Frontline staff of emergency shelters face challenges such as vicarious trauma, compassion fatigue, and burnout. The technology they use is often not designed for their unique needs, and can feel burdensome on top of their already…

Human-Computer Interaction · Computer Science 2025-10-17 Teale W. Masrani , Geoffrey Messier , Amy Voida , Gina Dimitropoulos , Helen Ai He

This study examines a home healthcare scheduling and routing problem (HHSRP) with a lunch break requirement. This problem especially consists of lunch break constraints for caregivers in addition to other typical features of the HHSRP in…

Computers and Society · Computer Science 2024-12-11 Ömer Öztürkoğlu , Gökberk Özsakallı , Syed Shah Sultan Mohiuddin Qadri

We propose in this paper to study the energy-, thermal- and performance-aware resource management in heterogeneous datacenters. Witnessing the continuous development of heterogeneity in datacenters, we are confronted with their different…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-10-14 Hongyang Sun , Patricia Stolf , Jean-Marc Pierson , Georges Da Costa

Problem: How can we design patient cost prediction models that effectively address the challenges of heterogeneity in administrative claims (AC) data to ensure accurate, fair, and generalizable predictions, especially for high-need (HN)…

Machine Learning · Computer Science 2025-02-19 Mohammad Amin Morid , Olivia R. Liu Sheng

Depression and anxiety are critical public health issues affecting millions of people around the world. To identify individuals who are vulnerable to depression and anxiety, predictive models have been built that typically utilize data from…

Social and Information Networks · Computer Science 2020-01-14 Shikang Liu , Fatemeh Vahedian , David Hachen , Omar Lizardo , Christian Poellabauer , Aaron Striegel , Tijana Milenkovic

Many economies are challenged by the effects of an ageing population, particularly in sectors where resource capacity planning is critical, such as healthcare. This research addresses the operational challenges of bed and staffing capacity…

Machine Learning · Computer Science 2025-04-25 Elizabeth Williams , Daniel Gartner , Paul Harper

The area of networking games has had a growing impact on wireless networks. This reflects the recognition in the important scaling advantages that the service providers can benefit from by increasing the autonomy of mobiles in decision…

Computer Science and Game Theory · Computer Science 2016-11-15 Salah Eddine Elayoubi , Eitan Altman , Majed Haddad , Zwi Altman

An effective auto-scaling framework is essential for microservices to ensure performance stability and resource efficiency under dynamic workloads. As revealed by many prior studies, the key to efficient auto-scaling lies in accurately…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-25 Qin Hua , Dingyu Yang , Shiyou Qian , Jian Cao , Guangtao Xue , Minglu Li

We consider the problem of allocating multiple heterogeneous resources geographically and over time to meet demands that require some subset of the available resource types simultaneously at a specified time, location, and duration. The…

Optimization and Control · Mathematics 2022-06-15 Arden Baxter , Pinar Keskinocak , Mohit Singh

Assessing care quality and performance is essential to improve healthcare processes and population health management. However, due to bad system design and lack of access to required data, this assessment is often delayed or not done at…

Computers and Society · Computer Science 2017-11-28 Douglas Teodoro , Nils Rotgans , Lucas Oliveira , Lilian Correia

Long-term care service for old people is in great demand in most of the aging societies. The number of nursing homes residents is increasing while the number of care providers is limited. Due to the care worker shortage, care to vulnerable…

Machine Learning · Statistics 2023-03-14 Gi-Soo Kim , Young Suh Hong , Tae Hoon Lee , Myunghee Cho Paik , Hongsoo Kim
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