Generalization Analysis of Pairwise Learning for Ranking With Deep Neural Networks
Sign Up to like & getrecommendations! Published in 2023 at "Neural Computation"
DOI: 10.1162/neco_a_01585
Abstract: Abstract Pairwise learning is widely employed in ranking, similarity and metric learning, area under the ROC curve (AUC) maximization, and many other learning tasks involving sample pairs. Pairwise learning with deep neural networks was considered… read more here.
Keywords: neural networks; deep neural; learning ranking; analysis ... See more keywords
Boosting the Learning for Ranking Patterns
Sign Up to like & getrecommendations! Published in 2022 at "Algorithms"
DOI: 10.48550/arxiv.2203.02696
Abstract: Pattern mining is a valuable tool for exploratory data analysis, but identifying relevant patterns for a specific user is challenging. Various interestingness measures have been developed to evaluate patterns, but they may not efficiently estimate… read more here.
Keywords: boosting learning; learning ranking; user; ranking patterns ... See more keywords