Consistency‐Based Approach to Adjust for Multiplicity in Confirmatory Subgroup Analysis
Sign Up to like & getrecommendations! Published in 2025 at "Statistics in Medicine"
DOI: 10.1002/sim.70154
Abstract: With the advance of medical sciences and better understanding of human biological systems, the next generation of treatment has shifted toward personalized medicine. It is expected that personalized medicine, such as molecularly targeted anti‐cancer agents,… read more here.
Keywords: treatment; based approach; consistency based; medicine ... See more keywords
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