Participatory problem formulation for fairer machine learning through community based system dynamics D Martin Jr, V Prabhakaran, J Kuhlberg, A Smart, WS Isaac arXiv preprint arXiv:2005.07572, 2020 | 72 | 2020 |
Problem modeling in resource optimization DP Clark, D Martin Jr US Patent 6,411,922, 2002 | 56 | 2002 |
Extending the machine learning abstraction boundary: A Complex systems approach to incorporate societal context D Martin Jr, V Prabhakaran, J Kuhlberg, A Smart, WS Isaac arXiv preprint arXiv:2006.09663, 2020 | 28 | 2020 |
Participatory machine learning using community-based system dynamics V Prabhakaran, D Martin Jr Health and Human Rights 22 (2), 71, 2020 | 20 | 2020 |
AI Engineers Need to Think Beyond Engineering J D Martin, A Moore https://hbr.org/2020/10/ai-engineers-need-to-think-beyond-engineering, 2020 | 3 | 2020 |
Advancing Community Engaged Approaches to Identifying Structural Drivers of Racial Bias in Health Diagnostic Algorithms JA Kuhlberg, I Headen, EA Ballard, D Martin Jr arXiv preprint arXiv:2305.13485, 2023 | 2 | 2023 |
SDGym: Low-Code Reinforcement Learning Environments using System Dynamics Models E Klu, S Sethi, DJ Passey, D Martin Jr arXiv preprint arXiv:2310.12494, 2023 | | 2023 |
Causal Theories and Structural Data Representations for Improving Out-of-Distribution Classification D Martin Jr, D Kinney arXiv preprint arXiv:2309.10211, 2023 | | 2023 |
VIEWPOINT Participatory Machine Learning Using Community-Based System Dynamics V Prabhakaran, D Martin Jr Health and Human Rights Journal 22 (2), 71-74, 2020 | | 2020 |
Leveraging CBSD to Advance Community Engaged Approaches to Identifying Structural Drivers of Racial Bias in Health Diagnostic Algorithms J Kuhlberg, I Headen, E Ballard, D Martin | | 2020 |