Matches in SemOpenAlex for { <https://semopenalex.org/work/W2087189938> ?p ?o ?g. }
- W2087189938 endingPage "28" @default.
- W2087189938 startingPage "15" @default.
- W2087189938 abstract "A wide number of real word applications presents a class distribution where examples belonging to one class heavily outnumber the examples in the other class. This is an arduous situation where standard classification techniques usually decrease their performance, creating a handicap to correctly identify the minority class, which is precisely the case under consideration in these applications. In this work, we propose the usage of the Iterative Instance Adjustment for Imbalanced Domains (IPADE-ID) algorithm. It is an evolutionary framework, which uses an instance generation technique, designed to face the existing imbalance modifying the original training set. The method, iteratively learns the appropriate number of examples that represent the classes and their particular positioning. The learning process contains three key operations in its design: a customized initialization procedure, an evolutionary optimization of the positioning of the examples and a selection of the most representative examples for each class. An experimental analysis is carried out with a wide range of highly imbalanced datasets over the proposal and recognized solutions to the problem. The results obtained, which have been contrasted through non-parametric statistical tests, show that our proposal outperforms previously proposed methods." @default.
- W2087189938 created "2016-06-24" @default.
- W2087189938 creator A5013050144 @default.
- W2087189938 creator A5045016749 @default.
- W2087189938 creator A5061223280 @default.
- W2087189938 creator A5075541426 @default.
- W2087189938 creator A5078909305 @default.
- W2087189938 date "2014-02-01" @default.
- W2087189938 modified "2023-10-17" @default.
- W2087189938 title "Addressing imbalanced classification with instance generation techniques: IPADE-ID" @default.
- W2087189938 cites W1496056137 @default.
- W2087189938 cites W1592804209 @default.
- W2087189938 cites W1595159159 @default.
- W2087189938 cites W162940417 @default.
- W2087189938 cites W1689262186 @default.
- W2087189938 cites W1941659294 @default.
- W2087189938 cites W1964441964 @default.
- W2087189938 cites W1965895350 @default.
- W2087189938 cites W1971595496 @default.
- W2087189938 cites W1974079881 @default.
- W2087189938 cites W1981813580 @default.
- W2087189938 cites W1982211005 @default.
- W2087189938 cites W1983901095 @default.
- W2087189938 cites W1984712439 @default.
- W2087189938 cites W1986515506 @default.
- W2087189938 cites W1989617207 @default.
- W2087189938 cites W1990517717 @default.
- W2087189938 cites W1993220166 @default.
- W2087189938 cites W2015452969 @default.
- W2087189938 cites W2022479766 @default.
- W2087189938 cites W2028138594 @default.
- W2087189938 cites W2044385002 @default.
- W2087189938 cites W2045042261 @default.
- W2087189938 cites W2049736842 @default.
- W2087189938 cites W2052611008 @default.
- W2087189938 cites W2067903825 @default.
- W2087189938 cites W2068514419 @default.
- W2087189938 cites W2076817280 @default.
- W2087189938 cites W2081697244 @default.
- W2087189938 cites W2088059023 @default.
- W2087189938 cites W2091334196 @default.
- W2087189938 cites W2092617083 @default.
- W2087189938 cites W2096451472 @default.
- W2087189938 cites W2098373434 @default.
- W2087189938 cites W2098493663 @default.
- W2087189938 cites W2098935086 @default.
- W2087189938 cites W2106136950 @default.
- W2087189938 cites W2107686700 @default.
- W2087189938 cites W2110814438 @default.
- W2087189938 cites W2113931274 @default.
- W2087189938 cites W2114968414 @default.
- W2087189938 cites W2118978333 @default.
- W2087189938 cites W2119051895 @default.
- W2087189938 cites W2122111042 @default.
- W2087189938 cites W2122496402 @default.
- W2087189938 cites W2125802815 @default.
- W2087189938 cites W2132791018 @default.
- W2087189938 cites W2137029138 @default.
- W2087189938 cites W2146713522 @default.
- W2087189938 cites W2148143831 @default.
- W2087189938 cites W2151415462 @default.
- W2087189938 cites W2151537585 @default.
- W2087189938 cites W2155653793 @default.
- W2087189938 cites W2160514352 @default.
- W2087189938 cites W2161736907 @default.
- W2087189938 cites W2166165501 @default.
- W2087189938 cites W2168515294 @default.
- W2087189938 cites W4242001932 @default.
- W2087189938 doi "https://doi.org/10.1016/j.neucom.2013.01.050" @default.
- W2087189938 hasPublicationYear "2014" @default.
- W2087189938 type Work @default.
- W2087189938 sameAs 2087189938 @default.
- W2087189938 citedByCount "46" @default.
- W2087189938 countsByYear W20871899382014 @default.
- W2087189938 countsByYear W20871899382015 @default.
- W2087189938 countsByYear W20871899382016 @default.
- W2087189938 countsByYear W20871899382017 @default.
- W2087189938 countsByYear W20871899382018 @default.
- W2087189938 countsByYear W20871899382019 @default.
- W2087189938 countsByYear W20871899382020 @default.
- W2087189938 countsByYear W20871899382021 @default.
- W2087189938 countsByYear W20871899382022 @default.
- W2087189938 countsByYear W20871899382023 @default.
- W2087189938 crossrefType "journal-article" @default.
- W2087189938 hasAuthorship W2087189938A5013050144 @default.
- W2087189938 hasAuthorship W2087189938A5045016749 @default.
- W2087189938 hasAuthorship W2087189938A5061223280 @default.
- W2087189938 hasAuthorship W2087189938A5075541426 @default.
- W2087189938 hasAuthorship W2087189938A5078909305 @default.
- W2087189938 hasConcept C105795698 @default.
- W2087189938 hasConcept C111919701 @default.
- W2087189938 hasConcept C114466953 @default.
- W2087189938 hasConcept C117251300 @default.
- W2087189938 hasConcept C119857082 @default.
- W2087189938 hasConcept C124101348 @default.
- W2087189938 hasConcept C144024400 @default.
- W2087189938 hasConcept C154945302 @default.
- W2087189938 hasConcept C159149176 @default.