Benjamin Lengerich

Publication Activity (10 Years)

Years Active: 2019-2021
Publications (10 Years): 6

Top Topics

Interaction Effects

Statistically Significant

Bayesian Networks

Conditional Probability Tables

Top Venues

Publications

Chun-Hao Chang, Sarah Tan, Benjamin Lengerich, Anna Goldenberg, Rich Caruana
How Interpretable and Trustworthy are GAMs? KDD (2021)
Benjamin Lengerich, Caleb Ellington, Bryon Aragam, Eric P. Xing, Manolis Kellis
NOTMAD: Estimating Bayesian Networks with Sample-Specific Structures and Parameters. CoRR (2021)
Benjamin Lengerich, Eric P. Xing, Rich Caruana
On Dropout, Overfitting, and Interaction Effects in Deep Neural Networks. CoRR (2020)
Chun-Hao Chang, Sarah Tan, Benjamin Lengerich, Anna Goldenberg, Rich Caruana
How Interpretable and Trustworthy are GAMs? CoRR (2020)
Benjamin Lengerich, Sarah Tan, Chun-Hao Chang, Giles Hooker, Rich Caruana
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models. AISTATS (2020)
Benjamin Lengerich, Sarah Tan, Chun-Hao Chang, Giles Hooker, Rich Caruana
Purifying Interaction Effects with the Functional ANOVA: An Efficient Algorithm for Recovering Identifiable Additive Models. CoRR (2019)