FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2964278775> ?p ?o ?g. }

• W2964278775 endingPage "203" @default.
• W2964278775 startingPage "189" @default.
• W2964278775 abstract "Feature selection plays a critical role in biomedical data mining, driven by increasing feature dimensionality in target problems and growing interest in advanced but computationally expensive methodologies able to model complex associations. Specifically, there is a need for feature selection methods that are computationally efficient, yet sensitive to complex patterns of association, e.g. interactions, so that informative features are not mistakenly eliminated prior to downstream modeling. This paper focuses on Relief-based algorithms (RBAs), a unique family of filter-style feature selection algorithms that have gained appeal by striking an effective balance between these objectives while flexibly adapting to various data characteristics, e.g. classification vs. regression. First, this work broadly examines types of feature selection and defines RBAs within that context. Next, we introduce the original Relief algorithm and associated concepts, emphasizing the intuition behind how it works, how feature weights generated by the algorithm can be interpreted, and why it is sensitive to feature interactions without evaluating combinations of features. Lastly, we include an expansive review of RBA methodological research beyond Relief and its popular descendant, ReliefF. In particular, we characterize branches of RBA research, and provide comparative summaries of RBA algorithms including contributions, strategies, functionality, time complexity, adaptation to key data characteristics, and software availability." @default.
• W2964278775 created "2019-07-30" @default.
• W2964278775 creator A5002465837 @default.
• W2964278775 creator A5012319607 @default.
• W2964278775 creator A5023718023 @default.
• W2964278775 creator A5028297977 @default.
• W2964278775 creator A5032971510 @default.
• W2964278775 date "2018-09-01" @default.
• W2964278775 modified "2023-10-18" @default.
• W2964278775 title "Relief-based feature selection: Introduction and review" @default.
• W2964278775 cites W1500895378 @default.
• W2964278775 cites W1523989055 @default.
• W2964278775 cites W1545302199 @default.
• W2964278775 cites W1583700199 @default.
• W2964278775 cites W1608549042 @default.
• W2964278775 cites W1643156611 @default.
• W2964278775 cites W1989531990 @default.
• W2964278775 cites W1990519701 @default.
• W2964278775 cites W2000931321 @default.
• W2964278775 cites W2012040656 @default.
• W2964278775 cites W2017337590 @default.
• W2964278775 cites W2027902860 @default.
• W2964278775 cites W2038809642 @default.
• W2964278775 cites W2040884411 @default.
• W2964278775 cites W2050442480 @default.
• W2964278775 cites W2056168656 @default.
• W2964278775 cites W2057951681 @default.
• W2964278775 cites W2058812329 @default.
• W2964278775 cites W2062801722 @default.
• W2964278775 cites W2095649738 @default.
• W2964278775 cites W2099321136 @default.
• W2964278775 cites W2103660241 @default.
• W2964278775 cites W2107014760 @default.
• W2964278775 cites W2119387367 @default.
• W2964278775 cites W2122825543 @default.
• W2964278775 cites W2130004766 @default.
• W2964278775 cites W2132513611 @default.
• W2964278775 cites W2133990480 @default.
• W2964278775 cites W2134262590 @default.
• W2964278775 cites W2143861446 @default.
• W2964278775 cites W2146424733 @default.
• W2964278775 cites W2148830179 @default.
• W2964278775 cites W2151554678 @default.
• W2964278775 cites W2154107530 @default.
• W2964278775 cites W2154572047 @default.
• W2964278775 cites W2155806188 @default.
• W2964278775 cites W2156547698 @default.
• W2964278775 cites W2156794869 @default.
• W2964278775 cites W2158714988 @default.
• W2964278775 cites W2165250079 @default.
• W2964278775 cites W2167101736 @default.
• W2964278775 cites W2168953509 @default.
• W2964278775 cites W2170117593 @default.
• W2964278775 cites W2170133641 @default.
• W2964278775 cites W2172182886 @default.
• W2964278775 cites W2417512239 @default.
• W2964278775 cites W2484311569 @default.
• W2964278775 cites W2593649365 @default.
• W2964278775 cites W2610276113 @default.
• W2964278775 cites W2791964230 @default.
• W2964278775 cites W2795896985 @default.
• W2964278775 cites W2951915646 @default.
• W2964278775 cites W4244238212 @default.
• W2964278775 cites W4249247926 @default.
• W2964278775 doi "https://doi.org/10.1016/j.jbi.2018.07.014" @default.
• W2964278775 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6299836" @default.
• W2964278775 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30031057" @default.
• W2964278775 hasPublicationYear "2018" @default.
• W2964278775 type Work @default.
• W2964278775 sameAs 2964278775 @default.
• W2964278775 citedByCount "640" @default.
• W2964278775 countsByYear W29642787752018 @default.
• W2964278775 countsByYear W29642787752019 @default.
• W2964278775 countsByYear W29642787752020 @default.
• W2964278775 countsByYear W29642787752021 @default.
• W2964278775 countsByYear W29642787752022 @default.
• W2964278775 countsByYear W29642787752023 @default.
• W2964278775 crossrefType "journal-article" @default.
• W2964278775 hasAuthorship W2964278775A5002465837 @default.
• W2964278775 hasAuthorship W2964278775A5012319607 @default.
• W2964278775 hasAuthorship W2964278775A5023718023 @default.
• W2964278775 hasAuthorship W2964278775A5028297977 @default.
• W2964278775 hasAuthorship W2964278775A5032971510 @default.
• W2964278775 hasBestOaLocation W29642787751 @default.
• W2964278775 hasConcept C101814296 @default.
• W2964278775 hasConcept C111030470 @default.
• W2964278775 hasConcept C111472728 @default.
• W2964278775 hasConcept C119857082 @default.
• W2964278775 hasConcept C124101348 @default.
• W2964278775 hasConcept C132010649 @default.
• W2964278775 hasConcept C138885662 @default.
• W2964278775 hasConcept C148483581 @default.
• W2964278775 hasConcept C151730666 @default.
• W2964278775 hasConcept C154945302 @default.
• W2964278775 hasConcept C199360897 @default.
• W2964278775 hasConcept C2776401178 @default.
• W2964278775 hasConcept C2777904410 @default.
• W2964278775 hasConcept C2779343474 @default.

• next