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More than one-third of the adult population in the United States is obese. Obesity has been linked to factors such as, genetics, diet, physical activity and the environment. However, evidence indicating associations between the built…

Computers and Society · Computer Science 2018-09-11 Adyasha Maharana , Elaine O. Nsoesie

Cities create potential for individuals from different backgrounds to interact with one another. It is often the case, however, that urban infrastructure obfuscates this potential, creating dense pockets of affluence and poverty throughout…

Physics and Society · Physics 2023-04-21 Nandini Iyer , Ronaldo Menezes , Hugo Barbosa

Understanding whether a property is priced fairly hinders buyers and sellers since they usually do not have an objective viewpoint of the price distribution for the overall market of their interest. Drawing from data collected of all…

Machine Learning · Computer Science 2024-01-18 Youssef Sultan , Jackson C. Rafter , Huyen T. Nguyen

Rental assistance programs provide individuals with financial assistance to prevent housing instabilities caused by evictions and avert homelessness. Since these programs operate under resource constraints, they must decide who to…

Computers and Society · Computer Science 2024-03-20 Catalina Vajiac , Arun Frey , Joachim Baumann , Abigail Smith , Kasun Amarasinghe , Alice Lai , Kit Rodolfa , Rayid Ghani

Despite well-documented consequences of the U.S. government's 1930s housing policies on racial wealth disparities, scholars have struggled to quantify its precise financial effects due to the inaccessibility of historical property appraisal…

Machine Learning · Computer Science 2025-06-02 Mihir Bhaskar , Jun Tao Luo , Zihan Geng , Asmita Hajra , Junia Howell , Matthew R. Gormley

Urban prediction tasks, such as forecasting traffic flow, temperature, and crime rates, are crucial for efficient urban planning and management. However, existing Spatiotemporal Graph Neural Networks (ST-GNNs) often rely solely on accuracy,…

Machine Learning · Computer Science 2025-01-22 Dingyi Zhuang , Hanyong Xu , Xiaotong Guo , Yunhan Zheng , Shenhao Wang , Jinhua Zhao

We study the problem of performing classification in a manner that is fair for sensitive groups, such as race and gender. This problem is tackled through the lens of disentangled and locally fair representations. We learn a locally fair…

Machine Learning · Computer Science 2022-05-06 Yaron Gurovich , Sagie Benaim , Lior Wolf

Despite impressive advances in object-recognition, deep learning systems' performance degrades significantly across geographies and lower income levels raising pressing concerns of inequity. Addressing such performance gaps remains a…

Computer Vision and Pattern Recognition · Computer Science 2023-04-12 Laura Gustafson , Megan Richards , Melissa Hall , Caner Hazirbas , Diane Bouchacourt , Mark Ibrahim

Automated gender classification has important applications in many domains, such as demographic research, law enforcement, online advertising, as well as human-computer interaction. Recent research has questioned the fairness of this…

Computer Vision and Pattern Recognition · Computer Science 2020-09-25 Anoop Krishnan , Ali Almadan , Ajita Rattani

Cities are characterized by the coexistence of general aggregate patterns, along with many local variations. This poses challenges for analyses of urban phenomena, which tend to be either too aggregated or too local, depending on the…

Physics and Society · Physics 2025-09-30 Luís M. A. Bettencourt , Ivanna Rodriguez , Jordan T. Kemp , José Lobo

Asset owner identification is an important first step for any information security organization, allowing organizations the ability to identify and detect data breaches and losses, vulnerabilities, possible attack surfaces, and define…

Machine Learning · Computer Science 2023-12-19 Craig Jacobik

Decision-makers often observe the occurrence of events through a reporting process. City governments, for example, rely on resident reports to find and then resolve urban infrastructural problems such as fallen street trees, flooded…

Computers and Society · Computer Science 2025-03-28 Gabriel Agostini , Emma Pierson , Nikhil Garg

Regressivity in property taxation, or the disproportionate overassessment of lower-valued properties compared to higher-valued ones, results in an unfair taxation burden for Americans living in poverty. To address regressivity and enhance…

Optimization and Control · Mathematics 2023-12-12 Ozan Candogan , Feiyu Han , Haihao Lu

Racial disparity in academia is a widely acknowledged problem. The quantitative understanding of racial based systemic inequalities is an important step towards a more equitable research system. However, because of the lack of robust…

Computers and Society · Computer Science 2022-03-09 Diego Kozlowski , Dakota S. Murray , Alexis Bell , Will Hulsey , Vincent Larivière , Thema Monroe-White , Cassidy R. Sugimoto

Recent advancements in Large Language Models (LLMs) have made them a popular information-seeking tool among end users. However, the statistical training methods for LLMs have raised concerns about their representation of under-represented…

Computation and Language · Computer Science 2025-04-09 Shiran Dudy , Thulasi Tholeti , Resmi Ramachandranpillai , Muhammad Ali , Toby Jia-Jun Li , Ricardo Baeza-Yates

Estimating racial disparities in loan-approval probabilities when race is unobserved is routinely required for fair lending compliance. In such cases, race probabilities-typically from Bayesian Improved Surname Geocoding (BISG)-stand in for…

Applications · Statistics 2025-11-20 Sam Fisher , Dmitry Lesnik , Tobias Schäfer

Gentrification--the transformation of a low-income urban area caused by the influx of affluent residents--has many revitalizing benefits. However, it also poses extremely concerning challenges to low-income residents. To help policymakers…

Computers and Society · Computer Science 2023-12-29 Javad Eshtiyagh , Baotong Zhang , Yujing Sun , Linhui Wu , Zhao Wang

Current sources of data on rental housing - such as the census or commercial databases that focus on large apartment complexes - do not reflect recent market activity or the full scope of the U.S. rental market. To address this gap, we…

Applications · Statistics 2016-08-25 Geoff Boeing , Paul Waddell

In traditional decision making processes, social biases of human decision makers can lead to unequal economic outcomes for underrepresented social groups, such as women, racial or ethnic minorities. Recently, the increasing popularity of…

General Economics · Economics 2024-03-25 Jiafu An , Difang Huang , Chen Lin , Mingzhu Tai

Urban planning applications (energy audits, investment, etc.) require an understanding of built infrastructure and its environment, i.e., both low-level, physical features (amount of vegetation, building area and geometry etc.), as well as…

Computer Vision and Pattern Recognition · Computer Science 2017-09-15 Adrian Albert , Jasleen Kaur , Marta Gonzalez