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Emergency Medical Services (EMS) in the United States and similar systems typically utilize a single treatment pathway, transporting all patients to emergency departments (EDs), regardless of their actual care needs or preferences. Recent…

Optimization and Control · Mathematics 2025-06-25 Eric G. Stratman , Justin J. Boutilier , Laura A. Albert

In countries that enabled patients to choose their own providers, a common problem is that the patients did not make rational decisions, and hence, fail to use healthcare resources efficiently. This might cause problems such as overwhelming…

Computers and Society · Computer Science 2020-06-25 Lichin Chen , Yu Tsao , Ji-Tian Sheu

Optimizing microservice placement to enhance the reliability of services is crucial for improving the service level of microservice architecture-based mobile networks and Internet of Things (IoT) networks. Despite extensive research on…

Networking and Internet Architecture · Computer Science 2025-05-13 Fangyu Zhang , Yuang Chen , Hancheng Lu , Yongsheng Huang

The Affordable Care Act was signed into law in 2010, expanding Medicaid and improving access to care for millions of low-income Americans. Fewer uninsured individuals reduced the cost of uncompensated care, consequently improving the…

Computers and Society · Computer Science 2024-11-06 Hala Algrain , Elizabeth Cardosa , Shekha Desai , Eugene Fong , Tanguy Ringoir , Huthaifa I. Ashqar

This article discusses the application of stochastic intervention to find the optimal treatment distribution yielding a high value of expected potential outcome under the setting where the number of treatments is allowed to vary with $n$.…

Statistics Theory · Mathematics 2026-04-22 Rohit Chaudhuri

This study focuses on relay transport carriers (RTCs) that contract with hub providers to lease hub capacity and employ relay transportation via hubs. It enables long-haul freight shipments to be transported by multiple short-haul drivers…

Optimization and Control · Mathematics 2024-06-25 Xiaoyue Liu , Jingze Li , Mathieu Dahan , Benoit Montreuil

The progression of complex human diseases is associated with critical transitions across dynamical regimes. These transitions often spawn early-warning signals and provide insights into the underlying disease-driving mechanisms. In this…

Quantitative Methods · Quantitative Biology 2019-10-24 Pejman F. Ghalati , Satya S. Samal , Jayesh S. Bhat , Robert Deisz , Gernot Marx , Andreas Schuppert

We study the elective surgery planning problem in a hospital with operation rooms shared by elective and emergency patients. This problem can be split in two distinct phases. First, a subset of patients to be operated in the next planning…

Optimization and Control · Mathematics 2024-03-07 Mohammed Majthoub Almoghrabi , Guillaume Sagnol

Timely transition from intravenous (IV) to oral antibiotic therapy shortens hospital stays, reduces catheter-related infections, and lowers healthcare costs, yet one in five patients in England remain on IV antibiotics despite meeting…

Machine Learning · Computer Science 2026-03-10 Magnus Ross , Nel Swanepoel , Akish Luintel , Emma McGuire , Ingemar J. Cox , Steve Harris , Vasileios Lampos

The pandemic caused by the SARS-CoV-2 virus has exposed many flaws in the decision-making strategies used to distribute resources to combat global health crises. In this paper, we leverage reinforcement learning and optimization to improve…

Artificial Intelligence · Computer Science 2021-01-06 Lawrence Thul , Warren Powell

Spiking neural networks (SNNs) have garnered interest due to their energy efficiency and superior effectiveness on neuromorphic chips compared with traditional artificial neural networks (ANNs). One of the mainstream approaches to…

Neural and Evolutionary Computing · Computer Science 2024-04-29 Zhipeng Huang , Jianhao Ding , Zhiyu Pan , Haoran Li , Ying Fang , Zhaofei Yu , Jian K. Liu

In the 5G era and beyond, it is favorable to deploy latency-sensitive and reliability-aware services on edge computing networks in which the computing and network resources are more limited compared to cloud and core networks but can…

Networking and Internet Architecture · Computer Science 2024-08-29 Congzhou Li , Zhouxiang Wu , Divya Khanure , Jason P. Jue

Hospitals are complex systems and optimising their function is critical to the provision of high quality, cost effective healthcare. Nevertheless, metrics of performance have to date focused on the performance of individual elements rather…

Social and Information Networks · Computer Science 2019-08-06 Katharina Kohler , Ari Ercole

Caching content over CDNs or at the network edge has been solidified as a means to improve network cost and offer better streaming experience to users. Furthermore, nudging the users towards low-cost content has recently gained momentum as…

Networking and Internet Architecture · Computer Science 2020-12-08 Theodoros Giannakas , Anastasios Giovanidis , Thrasyvoulos Spyropoulos

State-space models have been widely used to model the dynamics of communicable diseases in populations of interest by fitting to time-series data. Particle filters have enabled these models to incorporate stochasticity and so can better…

Applications · Statistics 2022-05-17 Conor Rosato , John Harris , Jasmina Panovska-Griffiths , Simon Maskell

Airport security queues often suffer from inefficiencies that result in long wait times and decreased throughput, especially at peak departure time, affecting both passengers and airlines. This work addresses the problem of reassigning…

Systems and Control · Electrical Eng. & Systems 2024-07-02 Shangqing Cao , Aparimit Kasliwal , Masoud Reihanifar , Francesc Robuste , Mark Hansen

Despite years of research into patient falls in hospital rooms, falls and related injuries remain a serious concern to patient safety. In this work, we formulate a gradient-free constrained optimization problem to generate and reconfigure…

Artificial Intelligence · Computer Science 2021-01-12 Sarvenaz Chaeibakhsh , Roya Sabbagh Novin , Tucker Hermans , Andrew Merryweather , Alan Kuntz

With the growing adoption of Software Defined Networking (SDN) and Network Function Virtualization (NFV), large-scale NFV infrastructure deployments are gaining momentum. Such infrastructures are home to thousands of network Service…

Networking and Internet Architecture · Computer Science 2018-10-17 Saifeddine Aidi , Mohamed Faten Zhani , Yehia Elkhatib

In this paper, we consider a two-hop one-way relay network for multigroup multicast transmission between long-distance users, in which the relay is equipped with multiple antennas, while the transmitters and receivers are all with a single…

Information Theory · Computer Science 2016-03-18 Sissi Xiaoxiao Wu , Qiang Li , Anthony Man-Cho So , Wing-Kin Ma

The Affordable care Act of 2010 had introduced Readmission reduction program in 2012 to reduce avoidable re-admissions to control rising healthcare costs. Wound care impacts 15 of medicare beneficiaries making it one of the major…

Machine Learning · Computer Science 2020-10-07 Subba Reddy Oota , Nafisur Rahman , Shahid Saleem Mohammed , Jeffrey Galitz , Ming Liu