research
∙
12/16/2022
Generalization Bounds for Inductive Matrix Completion in Low-noise Settings
We study inductive matrix completion (matrix completion with side inform...
share
research
∙
04/02/2022
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation
The construction and theoretical analysis of the most popular universall...
research
∙
09/21/2021
Learning Interpretable Concept Groups in CNNs
We propose a novel training methodology – Concept Group Learning (CGL) –...
research
∙
05/31/2021
Fine-grained Generalization Analysis of Structured Output Prediction
In machine learning we often encounter structured output prediction prob...
research
∙
04/29/2021
Fine-grained Generalization Analysis of Vector-valued Learning
Many fundamental machine learning tasks can be formulated as a problem o...
research
∙
04/03/2020
Orthogonal Inductive Matrix Completion
We propose orthogonal inductive matrix completion (OMIC), an interpretab...
research
∙
05/29/2019