Follow
Ben Lengerich
Ben Lengerich
MIT, Broad Institute
Verified email at mit.edu - Homepage
Title
Cited by
Cited by
Year
Opportunities and obstacles for deep learning in biology and medicine
T Ching, DS Himmelstein, BK Beaulieu-Jones, AA Kalinin, BT Do, ...
Journal of the Royal Society Interface 15 (141), 2018
13052018
Neural additive models: Interpretable machine learning with neural nets
R Agarwal, L Melnick, N Frosst, X Zhang, B Lengerich, R Caruana, ...
Advances in Neural Information Processing Systems 34, 4699-4711, 2021
1282021
Precision lasso: Accounting for correlations and linear dependencies in high-dimensional genomic data
H Wang, BJ Lengerich, B Aragam, EP Xing
Bioinformatics, 2018
752018
Retrofitting Distributional Embeddings to Knowledge Graphs with Functional Relations
BJ Lengerich, AL Maas, C Potts
International Conference on Computational Linguistics (COLING) 27, 2423-2436, 2018
322018
How interpretable and trustworthy are gams?
CH Chang, S Tan, B Lengerich, A Goldenberg, R Caruana
Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data …, 2021
302021
Towards visual explanations for convolutional neural networks via input resampling
BJ Lengerich, S Konam, EP Xing, S Rosenthal, M Veloso
arXiv preprint arXiv:1707.09641, 2017
22*2017
Experimental and computational mutagenesis to investigate the positioning of a general base within an enzyme active site
JP Schwans, P Hanoian, BJ Lengerich, F Sunden, A Gonzalez, Y Tsai, ...
Biochemistry 53 (15), 2541-2555, 2014
212014
Purifying interaction effects with the functional anova: An efficient algorithm for recovering identifiable additive models
B Lengerich, S Tan, CH Chang, G Hooker, R Caruana
International Conference on Artificial Intelligence and Statistics, 2402-2412, 2020
142020
Personalized Regression Enables Sample-Specific Pan-Cancer Analysis
BJ Lengerich, B Aragam, EP Xing
Bioinformatics 34 (13), i178-i186, 2018
142018
Opportunities and obstacles for deep learning in biology and medicine. JR Soc. Interface 15
T Ching, DS Himmelstein, BK Beaulieu-Jones, AA Kalinin, BT Do, ...
142017
Learning sample-specific models with low-rank personalized regression
B Lengerich, B Aragam, EP Xing
Advances in neural information processing systems 32, 2019
122019
Dropout as a Regularizer of Interaction Effects
BJ Lengerich, E Xing, R Caruana
International Conference on Artificial Intelligence and Statistics, 7550-7564, 2022
8*2022
Hybrid subspace learning for high-dimensional data
M Marchetti-Bowick, BJ Lengerich, AP Parikh, EP Xing
arXiv preprint arXiv:1808.01687, 2018
22018
Ten quick tips for deep learning in biology
BD Lee, A Gitter, CS Greene, S Raschka, F Maguire, AJ Titus, MD Kessler, ...
PLoS computational biology 18 (3), e1009803, 2022
12022
Data-driven patterns in protective effects of ibuprofen and ketorolac on hospitalized Covid-19 patients
BJ Lengerich, R Caruana, Y Aphinayanaphongs
medRxiv, 2021
12021
Discriminative subtyping of lung cancers from histopathology images via contextual deep learning
BJ Lengerich, M Al-Shedivat, A Alavi, J Williams, S Labbaki, EP Xing
medRxiv, 2020
12020
Using Interpretable Machine Learning to Predict Maternal and Fetal Outcomes
TM Bosschieter, Z Xu, H Lan, BJ Lengerich, H Nori, K Sitcov, V Souter, ...
arXiv preprint arXiv:2207.05322, 2022
2022
Automated interpretable discovery of heterogeneous treatment effectiveness: A COVID-19 case study
BJ Lengerich, ME Nunnally, Y Aphinyanaphongs, C Ellington, R Caruana
Journal of biomedical informatics 130, 104086, 2022
2022
Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization?
C Lengerich, B Lengerich
arXiv preprint arXiv:2204.12639, 2022
2022
Death by Round Numbers and Sharp Thresholds: How to Avoid Dangerous AI EHR Recommendations
BJ Lengerich, R Caruana, ME Nunnally, M Kellis
medRxiv, 2022
2022
The system can't perform the operation now. Try again later.
Articles 1–20