Ben Lengerich
Massachusetts Institute of Technology
H-index: 13
North America-United States
Top articles of Ben Lengerich
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Interpretable Predictive Models to Understand Risk Factors for Maternal and Fetal Outcomes | Journal of Healthcare Informatics Research | Tomas M Bosschieter Zifei Xu Hui Lan Benjamin J Lengerich Harsha Nori | 2024/3 |
Data Science with LLMs and Interpretable Models | arXiv preprint arXiv:2402.14474 | Sebastian Bordt Ben Lengerich Harsha Nori Rich Caruana | 2024/2/22 |
Preterm preeclampsia prediction using intelligible machine learning | American Journal of Obstetrics & Gynecology | Tomas M Bosschieter Zifei Xu Hui Lan Benjamin Lengerich Harsha Nori | 2023/1/1 |
LLMs understand glass-box models, discover surprises, and suggest repairs | arXiv preprint arXiv:2308.01157 | Benjamin J Lengerich Sebastian Bordt Harsha Nori Mark E Nunnally Yin Aphinyanaphongs | 2023/8/2 |
Contextualized Networks Reveal Heterogeneous Transcriptomic Regulation in Tumors at Sample-Specific Resolution | bioRxiv | Caleb N Ellington Benjamin J Lengerich Thomas BK Watkins Jiekun Yang Hanxi Xiao | 2023 |
Unique insights into risk factors for antepartum stillbirth using explainable AI | American Journal of Obstetrics & Gynecology | Tomas M Bosschieter Hui Lan Zifei Xu Benjamin Lengerich Harsha Nori | 2023/1/1 |
Integrating single-cell RNA-seq datasets with substantial batch effects | bioRxiv | Karin Hrovatin Amir Ali Moinfar Alejandro Tejada Lapuerta Luke Zappia Ben Lengerich | 2023/11/5 |
Predicting severe maternal morbidity at admission for delivery using intelligible machine learning | American Journal of Obstetrics & Gynecology | Zifei Xu Tomas M Bosschieter Hui Lan Benjamin Lengerich Harsha Nori | 2023/1/1 |
Contextualized machine learning | arXiv preprint arXiv:2310.11340 | Benjamin Lengerich Caleb N Ellington Andrea Rubbi Manolis Kellis Eric P Xing | 2023/10/17 |
Understanding risk factors for shoulder dystocia using interpretable machine learning | American Journal of Obstetrics & Gynecology | Hui Lan Tomas M Bosschieter Zifei Xu Benjamin Lengerich Harsha Nori | 2023/1/1 |
Contextualized Policy Recovery: Modeling and Interpreting Medical Decisions with Adaptive Imitation Learning | Caleb Ellington Jannik Deuschel Ben Lengerich Yingtao Luo Pascal Friederich | 2023/10/13 | |
Death by Round Numbers: Glass-Box Machine Learning Uncovers Biases in Medical Practice | medRxiv | Benjamin J Lengerich Rich Caruana Mark E Nunnally Manolis Kellis | 2022/5/1 |
Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization? | arXiv preprint arXiv:2204.12639 | Chris Lengerich Ben Lengerich | 2022/4/27 |
Estimating Discontinuous Time-Varying Risk Factors and Treatment Benefits for COVID-19 with Interpretable ML | arXiv preprint arXiv:2211.08991 | Benjamin Lengerich Mark E Nunnally Yin Aphinyanaphongs Rich Caruana | 2022/11/15 |
Ten quick tips for deep learning in biology | PLoS computational biology | Benjamin D Lee Anthony Gitter Casey S Greene Sebastian Raschka Finlay Maguire | 2022/3/24 |
Using interpretable machine learning to predict maternal and fetal outcomes | arXiv preprint arXiv:2207.05322 | Tomas M Bosschieter Zifei Xu Hui Lan Benjamin J Lengerich Harsha Nori | 2022/7/12 |
Automated interpretable discovery of heterogeneous treatment effectiveness: A COVID-19 case study | Journal of biomedical informatics | Benjamin J Lengerich Mark E Nunnally Yin Aphinyanaphongs Caleb Ellington Rich Caruana | 2022/6/1 |
Dropout as a regularizer of interaction effects | Benjamin J Lengerich Eric Xing Rich Caruana | 2022/5/3 | |
Insights into severe maternal morbidity in the NTSV population | American Journal of Obstetrics & Gynecology | Benjamin J Lengerich Rich Caruana William B Weeks Ian Painter Sydney Spencer | 2021/2/1 |
NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters | arXiv preprint arXiv:2111.01104 | Ben Lengerich Caleb Ellington Bryon Aragam Eric P Xing Manolis Kellis | 2021/11/1 |
Co-Authors
