Development and Validation of ML-DQA - a Machine Learning Data Quality Assurance Framework for Healthcare

Mark P. Sendak, Gaurav Sirdeshmukh, Timothy Ochoa, Hayley Premo, Linda Tang, Kira Niederhoffer, Sarah Reed, Kaivalya Deshpande, Emily Sterrett, Melissa Bauer, Laurie Snyder, Afreen Shariff, David Whellan, Jeffrey Riggio, David Gaieski, Kristin Corey, Megan Richards, Michael Gao, Marshall Nichols, Bradley Heintze, William Knechtle, William Ratliff, Suresh Balu. Development and Validation of ML-DQA - a Machine Learning Data Quality Assurance Framework for Healthcare. In Zachary C. Lipton, Rajesh Ranganath, Mark P. Sendak, Michael W. Sjoding, Serena Yeung, editors, Proceedings of the Machine Learning for Healthcare Conference, MLHC 2022, 5-6 August 2022, Durham, NC, USA. Volume 182 of Proceedings of Machine Learning Research, pages 741-759, PMLR, 2022. [doi]

Authors

Mark P. Sendak

This author has not been identified. Look up 'Mark P. Sendak' in Google

Gaurav Sirdeshmukh

This author has not been identified. Look up 'Gaurav Sirdeshmukh' in Google

Timothy Ochoa

This author has not been identified. Look up 'Timothy Ochoa' in Google

Hayley Premo

This author has not been identified. Look up 'Hayley Premo' in Google

Linda Tang

This author has not been identified. Look up 'Linda Tang' in Google

Kira Niederhoffer

This author has not been identified. Look up 'Kira Niederhoffer' in Google

Sarah Reed

This author has not been identified. Look up 'Sarah Reed' in Google

Kaivalya Deshpande

This author has not been identified. Look up 'Kaivalya Deshpande' in Google

Emily Sterrett

This author has not been identified. Look up 'Emily Sterrett' in Google

Melissa Bauer

This author has not been identified. Look up 'Melissa Bauer' in Google

Laurie Snyder

This author has not been identified. Look up 'Laurie Snyder' in Google

Afreen Shariff

This author has not been identified. Look up 'Afreen Shariff' in Google

David Whellan

This author has not been identified. Look up 'David Whellan' in Google

Jeffrey Riggio

This author has not been identified. Look up 'Jeffrey Riggio' in Google

David Gaieski

This author has not been identified. Look up 'David Gaieski' in Google

Kristin Corey

This author has not been identified. Look up 'Kristin Corey' in Google

Megan Richards

This author has not been identified. Look up 'Megan Richards' in Google

Michael Gao

This author has not been identified. Look up 'Michael Gao' in Google

Marshall Nichols

This author has not been identified. Look up 'Marshall Nichols' in Google

Bradley Heintze

This author has not been identified. Look up 'Bradley Heintze' in Google

William Knechtle

This author has not been identified. Look up 'William Knechtle' in Google

William Ratliff

This author has not been identified. Look up 'William Ratliff' in Google

Suresh Balu

This author has not been identified. Look up 'Suresh Balu' in Google