3 papers
cs.LG2020
Adversarial Canonical Correlation Analysis
Benjamin Dutton
Canonical Correlation Analysis (CCA) is a statistical technique used to extract common information from multiple data sources or views. It has been used in various representation l…
cs.LG2020
Local Clustering with Mean Teacher for Semi-supervised Learning
Zexi Chen, Benjamin Dutton, Bharathkumar Ramachandra +2
The Mean Teacher (MT) model of Tarvainen and Valpola has shown favorable performance on several semi-supervised benchmark datasets. MT maintains a teacher model's weights as the ex…
cs.LG2019
Estimating a Manifold from a Tangent Bundle Learner
Bharathkumar Ramachandra, Benjamin Dutton, Ranga Raju Vatsavai
Manifold hypotheses are typically used for tasks such as dimensionality reduction, interpolation, or improving classification performance. In the less common problem of manifold es…