Learning decision trees for the partial label ranking problem
Sign Up to like & getrecommendations! Published in 2021 at "International Journal of Intelligent Systems"
DOI: 10.1002/int.22325
Abstract: The Label Ranking (LR) problem is a well‐known nonstandard supervised classification problem, the goal of which is to learn preference classifiers from data, mapping instances to rankings of the labels of the class variable. In… read more here.
Keywords: decision; partial label; label ranking; ranking problem ... See more keywords
Label Distribution Learning by Maintaining Label Ranking Relation
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Knowledge and Data Engineering"
DOI: 10.1109/tkde.2021.3099294
Abstract: Label distribution learning (LDL) is a novel machine learning paradigm that can be seen as an extension of multi-label learning (MLL). Compared with MLL, the advantages of LDL are reflected in the following perspectives: (1)… read more here.
Keywords: label ranking; distribution; label distribution; ranking relation ... See more keywords
Source identification of infectious diseases in networks via label ranking
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DOI: 10.1371/journal.pone.0245344
Abstract: Background Outbreaks of infectious diseases would cause great losses to the human society. Source identification in networks has drawn considerable interest in order to understand and control the infectious disease propagation processes. Unsatisfactory accuracy and… read more here.
Keywords: source identification; label ranking; source; infection ... See more keywords