7 citations · 17 across the 8 of their papers we have counts for
4 papers · 1 filter
Data Leakage Inflates Generalizability of Power Outage Prediction Models
Yamil Essus, Ranga Raju Vatsavai, Benjamin Rachunok
Power outage prediction models are increasingly used in assessments of climate-driven infrastructure risk, yet current evaluation practices obscure whether these models generalize…
Consistency Regularization with Generative Adversarial Networks for Semi-Supervised Learning
Zexi Chen, Bharathkumar Ramachandra, Ranga Raju Vatsavai
Generative Adversarial Networks (GANs) based semi-supervised learning (SSL) approaches are shown to improve classification performance by utilizing a large number of unlabeled samp…
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…
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…