Roy H. Perlis

According to our database, Roy H. Perlis authored at least 9 papers between 2015 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Task-Relevant Feature Selection with Prediction Focused Mixture Models.

Abhishek Sharma, Catherine Zeng, Sanjana Narayanan, Sonali Parbhoo, Roy H. Perlis, Finale Doshi-Velez

Trans. Mach. Learn. Res., 2024

2021

Preferential Mixture-of-Experts: Interpretable Models that Rely on Human Expertise as much as Possible.

Melanie F. Pradier, Javier Zazo, Sonali Parbhoo, Roy H. Perlis, Maurizio Zazzi, Finale Doshi-Velez

CoRR, 2021

Interactive Cohort Analysis and Hypothesis Discovery by Exploring Temporal Patterns in Population-Level Health Records.

Tianyi Zhang, Thomas H. McCoy, Roy H. Perlis, Finale Doshi-Velez, Elena L. Glassman

Proceedings of the IEEE Workshop on Visual Analytics in Healthcare, 2021

Designing AI for Trust and Collaboration in Time-Constrained Medical Decisions: A Sociotechnical Lens.

Maia L. Jacobs, Jeffrey He, Melanie F. Pradier, Barbara D. Lam, Andrew C. Ahn, Thomas H. McCoy, Roy H. Perlis, Finale Doshi-Velez, Krzysztof Z. Gajos

Proceedings of the CHI '21: CHI Conference on Human Factors in Computing Systems, 2021

2020

Deep Learning Benchmarks on L1000 Gene Expression Data.

Matthew B. A. McDermott, Jennifer Wang, Wen-Ning Zhao, Steven Sheridan, Peter Szolovits, Isaac S. Kohane, Stephen J. Haggarty, Roy H. Perlis

IEEE ACM Trans. Comput. Biol. Bioinform., 2020

2018

Semi-Supervised Prediction-Constrained Topic Models.

Michael C. Hughes, Gabriel Hope, Leah Weiner, Thomas H. McCoy Jr., Roy H. Perlis, Erik B. Sudderth, Finale Doshi-Velez

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2018

2017

Prediction-Constrained Topic Models for Antidepressant Recommendation.

Michael C. Hughes, Gabriel Hope, Leah Weiner, Thomas H. McCoy Jr., Roy H. Perlis, Erik B. Sudderth, Finale Doshi-Velez

CoRR, 2017

Prediction-Constrained Training for Semi-Supervised Mixture and Topic Models.

Michael C. Hughes, Leah Weiner, Gabriel Hope, Thomas H. McCoy Jr., Roy H. Perlis, Erik B. Sudderth, Finale Doshi-Velez

CoRR, 2017

2015

Stratification of Risk for Fall Resulting in Hospital Readmission through Medication Side Effects Profiles.

Thomas H. McCoy Jr., Victor M. Castro, Roy H. Perlis

Proceedings of the AMIA 2015, 2015