Self-consistency-based tests for bivariate distributions
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Statistical Theory and Practice"
DOI: 10.1080/15598608.2017.1318098
Abstract: A novel family of tests based on the self–consistency property is developed. Our developments can be motivated by the well-known fact that a two–dimensional spherically symmetric distribution X is self–consistent with respect to the circle… read more here.
Keywords: consistency based; based tests; consistency property; consistency ... See more keywords
Adaptive Weighted Losses With Distribution Approximation for Efficient Consistency-Based Semi-Supervised Learning
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2022.3186041
Abstract: Recent semi-supervised learning (SSL) algorithms such as FixMatch achieve state-of-the-art performance by exploiting consistency regularization and entropy minimization techniques. However, many consistency-based SSL algorithms extract pseudo-labels from unlabeled data through a fixed threshold and ignore… read more here.
Keywords: consistency; weighted losses; semi supervised; consistency based ... See more keywords