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We consider issues of equity in stochastic facility location models for healthcare applications. We explore how uncertainty exacerbates inequity and examine several equity measures that can be used for stochastic healthcare location…

Applications · Statistics 2021-12-08 Karmel S. Shehadeh , Lawrence V. Snyder

The objective of this work is to develop an Electronic Medical Record (EMR) data processing tool that confers clinical context to Machine Learning (ML) algorithms for error handling, bias mitigation and interpretability. We present…

Improving health worldwide will require rigorous quantification of population-level trends in health status. However, global-level surveys are not available, forcing researchers to rely on fragmentary country-specific data of varying…

Methodology · Statistics 2014-05-20 Mariel M. Finucane , Christopher J. Paciorek , Goodarz Danaei , Majid Ezzati

The opioid crisis remains one of the most daunting and complex public health problems in the United States. This study investigates the national epidemic by analyzing vulnerability profiles of three key factors: opioid-related mortality…

Transitional care may play a vital role for the sustainability of Europe future healthcare system, offering solutions for relocating patient care from hospital to home therefore addressing the growing demand for medical care as the…

Fairness in automated decision-making has become a critical concern, particularly in high-pressure healthcare scenarios such as emergency triage, where fast and equitable decisions are essential. Process mining is increasingly investigating…

Computers and Society · Computer Science 2026-04-07 Rachmadita Andreswari , Stephan A. Fahrenkrog-Petersen , Jan Mendling

This study sought to (1) expand our existing Urban Population Health Observatory (UPHO) system by incorporating a semantics layer; (2) cohesively employ machine learning and semantic/logical inference to provide measurable evidence and…

Artificial Intelligence · Computer Science 2022-08-09 Whitney S Brakefield , Nariman Ammar , Arash Shaban-Nejad

In the last decades, the acceleration of urban growth has led to an unprecedented level of urban interactions and interdependence. This situation calls for a significant effort among the scientific community to come up with engaging and…

Physics and Society · Physics 2019-09-09 Indaco Biazzo , Bernardo Monechi , Vittorio Loreto

There is a wealth of data on air pollution within several users' reach, including modelled concentrations and depositions as well as observations from air quality stations. However, data integration to perceive spatial and temporal trends…

Maps have played an important role in epidemiology and public health since the beginnings of these disciplines. With the advent of geographical information systems and advanced information visualization techniques, interactive maps have…

Methodology · Statistics 2022-06-14 Saturnino Luz , Masood Masoodian

The growing gap between processor and memory speeds results in complex memory hierarchies as processors evolve to mitigate such divergence by taking advantage of the locality of reference. In this direction, the BSC performance analysis…

Performance · Computer Science 2020-06-01 Harald Servat , Jesús Labarta , Hans-Christian Hoppe , Judit Giménez , Antonio J. Peña

Surgical workflow anticipation is the task of predicting the timing of relevant surgical events from live video data, which is critical in Robotic-Assisted Surgery (RAS). Accurate predictions require the use of spatial information to model…

Computer Vision and Pattern Recognition · Computer Science 2024-12-10 Francis Xiatian Zhang , Jingjing Deng , Robert Lieck , Hubert P. H. Shum

Because of its important role in health policy-shaping, population health monitoring (PHM) is considered a fundamental block for public health services. However, traditional public health data collection approaches, such as…

Applications · Statistics 2020-05-05 Dawei Chen , Jiangtao Wang , Wenjie Ruan , Qiang Ni , Sumi Helal

In many business applications, including online marketing and customer churn prevention, randomized controlled trials (RCT's) are conducted to investigate on the effect of specific treatment (coupon offers, advertisement mailings,...). Such…

Methodology · Statistics 2024-01-26 Björn Bokelmann , Stefan Lessmann

Spatial transcriptomics assays are rapidly increasing in scale and complexity, making computational analysis a major bottleneck in biological discovery. Although frontier AI agents have improved dramatically at software engineering and…

Artificial Intelligence · Computer Science 2026-01-06 Kenny Workman , Zhen Yang , Harihara Muralidharan , Hannah Le

This paper introduces our methodology to estimate sidewalk accessibilities from wheelchair behavior via a triaxial accelerometer in a smartphone installed under a wheelchair seat. Our method recognizes sidewalk accessibilities from…

Machine Learning · Computer Science 2021-01-12 Takumi Watanabe , Hiroki Takahashi , Goh Sato , Yusuke Iwasawa , Yutaka Matsuo , Ikuko Eguchi Yairi

Market area models, such as the Huff model and its extensions, are widely used to estimate regional market shares and customer flows of retail and service locations. Another, now very common, area of application is the analysis of catchment…

Applications · Statistics 2026-04-13 Thomas Wieland

Shared Mobility Services (SMS), e.g., demand-responsive transport or ride-sharing, can improve mobility in low-density areas, which are often poorly served by conventional Public Transport (PT). Such improvement is generally measured via…

Computers and Society · Computer Science 2025-08-29 Severin Diepolder , Andrea Araldo , Tarek Chouaki , Santa Maiti , Sebastian Hörl , Constantinos Antoniou

Numerical models and computer-aided modeling software are tools commonly used to assess the accessibility of an environment, based on static human body dimensions. In this paper, the limits of validity of these approaches are assessed by…

Medical Physics · Physics 2016-07-19 Mathieu Delangle , Jean François Petiot , Emilie Poirson

Objective: To (1) demonstrate the implementation of a data science platform built on open-source technology within a large, academic healthcare system and (2) describe two computational healthcare applications built on such a platform.…

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