3 citations · 3 across the 3 of their papers we have counts for
4 papers
Studying Generalization Through Data Averaging
Carlos A. Gomez-Uribe
The generalization of machine learning models has a complex dependence on the data, model and learning algorithm. We study train and test performance, as well as the generalization…
Shift-Curvature, SGD, and Generalization
Arwen V. Bradley, Carlos Alberto Gomez-Uribe, Manish Reddy Vuyyuru
A longstanding debate surrounds the related hypotheses that low-curvature minima generalize better, and that SGD discourages curvature. We offer a more complete and nuanced view in…
The decoupled extended Kalman filter for dynamic exponential-family factorization models
Carlos Alberto Gomez-Uribe, Brian Karrer
Motivated by the needs of online large-scale recommender systems, we specialize the decoupled extended Kalman filter (DEKF) to factorization models, including factorization machine…
Online Algorithms For Parameter Mean And Variance Estimation In Dynamic Regression Models
Carlos Alberto Gomez-Uribe
We study the problem of estimating the parameters of a regression model from a set of observations, each consisting of a response and a predictor. The response is assumed to be rel…