activity
20172023
most citedExplainable Machine Learning for Public Policy: Use Cases, Gaps, and Research Directions

69 citations · 305 across the 17 of their papers we have counts for

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Showing cs.CYShow all

7 papers · 1 filter

cs.CY2022★ 2 cited

A Conceptual Framework for Using Machine Learning to Support Child Welfare Decisions

Ka Ho Brian Chor, Kit T. Rodolfa, Rayid Ghani

Human services systems make key decisions that impact individuals in the society. The U.S. child welfare system makes such decisions, from screening-in hotline reports of suspected…

cs.CY2020★ 11 cited

Mapping New Informal Settlements using Machine Learning and Time Series Satellite Images: An Application in the Venezuelan Migration Crisis

Isabelle Tingzon, Niccolo Dejito, Ren Avell Flores +7

Since 2014, nearly 2 million Venezuelans have fled to Colombia to escape an economically devastated country during what is one of the largest humanitarian crises in modern history.…

cs.CY2020

A Machine Learning System for Retaining Patients in HIV Care

Avishek Kumar, Arthi Ramachandran, Adolfo De Unanue +7

Retaining persons living with HIV (PLWH) in medical care is paramount to preventing new transmissions of the virus and allowing PLWH to live normal and healthy lifespans. Maintaini…

cs.CY2020★ 36 cited

Case Study: Predictive Fairness to Reduce Misdemeanor Recidivism Through Social Service Interventions

Kit T. Rodolfa, Erika Salomon, Lauren Haynes +3

The criminal justice system is currently ill-equipped to improve outcomes of individuals who cycle in and out of the system with a series of misdemeanor offenses. Often due to cons…

cs.CY2019★ 4 cited

A Clinical Approach to Training Effective Data Scientists

Kit T Rodolfa, Adolfo De Unanue, Matt Gee +1

Like medicine, psychology, or education, data science is fundamentally an applied discipline, with most students who receive advanced degrees in the field going on to work on pract…

cs.CY2019★ 68 cited

Artificial Intelligence for Social Good

Gregory D. Hager, Ann Drobnis, Fei Fang +8

The Computing Community Consortium (CCC), along with the White House Office of Science and Technology Policy (OSTP), and the Association for the Advancement of Artificial Intellige…

cs.CY2018★ 17 cited

Machine learning and AI research for Patient Benefit: 20 Critical Questions on Transparency, Replicability, Ethics and Effectiveness

Sebastian Vollmer, Bilal A. Mateen, Gergo Bohner +15

Machine learning (ML), artificial intelligence (AI) and other modern statistical methods are providing new opportunities to operationalize previously untapped and rapidly growing s…