Simultaneous learning of trees and representations for extreme classification and density estimation

by Sontag, David Alexander
Published 2021

Tree block coordinate descent for map in graphical models

by Sontag, David Alexander, Jaakkola, Tommi S.
Published 2011

Why is my classifier discriminatory?

by Sontag, David, Johansson, Fredrik D.
Published 2021

Counterfactual off-policy evaluation with gumbel-max structural causal models

by Oberst, Michael, Sontag, David Alexander
Published 2021

Block Stability for MAP Inference

by Lang, Hunter, Sontag, David, Vijayaraghavan, Aravindan
Published 2021

Support and invertibility in domain-invariant representations

by Johansson, Fredrik D., Sontag, David Alexander
Published 2021

Estimating individual treatment effect: Generalization bounds and algorithms

by Sontag, David, Shalit, Uri, Johansson, Fredrik D.
Published 2021

More data means less inference: A pseudo-max approach to structured learning

by Sontag, David, Meshi, Ofer, Jaakkola, Tommi S., Globerson, Amir
Published 2011

Robustly Extracting Medical Knowledge from EHRs: A Case Study of Learning a Health Knowledge Graph

by Chen, Irene Y, Agrawal, Monica, Horng, Steven, Sontag, David
Published 2021

Learning efficiently with approximate inference via dual losses

by Meshi, Ofer, Sontag, David Alexander, Jaakkola, Tommi S., Globerson, Amir
Published 2011

Learning bayesian network structure using lp relaxations

by Jaakkola, Tommi S., Sontag, David Alexander, Globerson, Amir, Meila, Marina
Published 2011

Treatment Policy Learning in Multiobjective Settings with Fully Observed Outcomes

by Boominathan, Soorajnath, Oberst, Michael, Zhou, Helen, Kanjilal, Sanjat, Sontag, David
Published 2021

On dual decomposition and linear programming relaxations for natural language processing

by Rush, Alexander Matthew, Sontag, David Alexander, Collins, Michael, Jaakkola, Tommi S.
Published 2011

Overcomplete independent component analysis via SDP

by Podosinnikova, Anastasia, Perry, Amelia E., Wein, Alexander Spence, Sontag, David Alexander
Published 2021

Learning a Health Knowledge Graph from Electronic Medical Records

by Rotmensch, Maya, Halpern, Yoni, Tlimat, Abdulhakim, Horng, Steven, Sontag, David Alexander
Published 2018

Dual decomposition for parsing with non-projective head automata

by Koo, Terry, Rush, Alexander Matthew, Collins, Michael, Jaakkola, Tommi S., Sontag, David Alexander
Published 2011