FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2019978710> ?p ?o ?g. }

• W2019978710 endingPage "480" @default.
• W2019978710 startingPage "471" @default.
• W2019978710 abstract "Embedded feature selection can be performed by analyzing the variables used in a Random Forest. Such a multivariate selection takes into account the interactions between variables but is not straightforward to interpret in a statistical sense. We propose a statistical procedure to measure variable importance that tests if variables are significantly useful in combination with others in a forest. We show experimentally that this new importance index correctly identifies relevant variables. The top of the variable ranking is largely correlated with Breiman׳s importance index based on a permutation test. Our measure has the additional benefit to produce p-values from the forest voting process. Such p-values offer a very natural way to decide which features are significantly relevant while controlling the false discovery rate. Practical experiments are conducted on synthetic and real data including low and high-dimensional datasets for binary or multi-class problems. Results show that the proposed technique is effective and outperforms recent alternatives by reducing the computational complexity of the selection process by an order of magnitude while keeping similar performances." @default.
• W2019978710 created "2016-06-24" @default.
• W2019978710 creator A5030188873 @default.
• W2019978710 creator A5082591877 @default.
• W2019978710 date "2015-02-01" @default.
• W2019978710 modified "2023-09-27" @default.
• W2019978710 title "Inferring statistically significant features from random forests" @default.
• W2019978710 cites W1875061881 @default.
• W2019978710 cites W2056132907 @default.
• W2019978710 cites W2064208261 @default.
• W2019978710 cites W2109363337 @default.
• W2019978710 cites W2118796860 @default.
• W2019978710 cites W2124597839 @default.
• W2019978710 cites W2147246240 @default.
• W2019978710 cites W2159400887 @default.
• W2019978710 cites W2163739552 @default.
• W2019978710 cites W2911964244 @default.
• W2019978710 cites W4231338801 @default.
• W2019978710 doi "https://doi.org/10.1016/j.neucom.2014.07.067" @default.
• W2019978710 hasPublicationYear "2015" @default.
• W2019978710 type Work @default.
• W2019978710 sameAs 2019978710 @default.
• W2019978710 citedByCount "10" @default.
• W2019978710 countsByYear W20199787102015 @default.
• W2019978710 countsByYear W20199787102017 @default.
• W2019978710 countsByYear W20199787102019 @default.
• W2019978710 countsByYear W20199787102020 @default.
• W2019978710 countsByYear W20199787102021 @default.
• W2019978710 countsByYear W20199787102022 @default.
• W2019978710 countsByYear W20199787102023 @default.
• W2019978710 crossrefType "journal-article" @default.
• W2019978710 hasAuthorship W2019978710A5030188873 @default.
• W2019978710 hasAuthorship W2019978710A5082591877 @default.
• W2019978710 hasBestOaLocation W20199787102 @default.
• W2019978710 hasConcept C104317684 @default.
• W2019978710 hasConcept C105795698 @default.
• W2019978710 hasConcept C111919701 @default.
• W2019978710 hasConcept C119857082 @default.
• W2019978710 hasConcept C121332964 @default.
• W2019978710 hasConcept C124101348 @default.
• W2019978710 hasConcept C134306372 @default.
• W2019978710 hasConcept C138885662 @default.
• W2019978710 hasConcept C148483581 @default.
• W2019978710 hasConcept C153180895 @default.
• W2019978710 hasConcept C154945302 @default.
• W2019978710 hasConcept C169258074 @default.
• W2019978710 hasConcept C182365436 @default.
• W2019978710 hasConcept C185592680 @default.
• W2019978710 hasConcept C189430467 @default.
• W2019978710 hasConcept C193244246 @default.
• W2019978710 hasConcept C21308566 @default.
• W2019978710 hasConcept C24890656 @default.
• W2019978710 hasConcept C2776401178 @default.
• W2019978710 hasConcept C2780009758 @default.
• W2019978710 hasConcept C33923547 @default.
• W2019978710 hasConcept C41008148 @default.
• W2019978710 hasConcept C41895202 @default.
• W2019978710 hasConcept C55493867 @default.
• W2019978710 hasConcept C87007009 @default.
• W2019978710 hasConcept C98045186 @default.
• W2019978710 hasConceptScore W2019978710C104317684 @default.
• W2019978710 hasConceptScore W2019978710C105795698 @default.
• W2019978710 hasConceptScore W2019978710C111919701 @default.
• W2019978710 hasConceptScore W2019978710C119857082 @default.
• W2019978710 hasConceptScore W2019978710C121332964 @default.
• W2019978710 hasConceptScore W2019978710C124101348 @default.
• W2019978710 hasConceptScore W2019978710C134306372 @default.
• W2019978710 hasConceptScore W2019978710C138885662 @default.
• W2019978710 hasConceptScore W2019978710C148483581 @default.
• W2019978710 hasConceptScore W2019978710C153180895 @default.
• W2019978710 hasConceptScore W2019978710C154945302 @default.
• W2019978710 hasConceptScore W2019978710C169258074 @default.
• W2019978710 hasConceptScore W2019978710C182365436 @default.
• W2019978710 hasConceptScore W2019978710C185592680 @default.
• W2019978710 hasConceptScore W2019978710C189430467 @default.
• W2019978710 hasConceptScore W2019978710C193244246 @default.
• W2019978710 hasConceptScore W2019978710C21308566 @default.
• W2019978710 hasConceptScore W2019978710C24890656 @default.
• W2019978710 hasConceptScore W2019978710C2776401178 @default.
• W2019978710 hasConceptScore W2019978710C2780009758 @default.
• W2019978710 hasConceptScore W2019978710C33923547 @default.
• W2019978710 hasConceptScore W2019978710C41008148 @default.
• W2019978710 hasConceptScore W2019978710C41895202 @default.
• W2019978710 hasConceptScore W2019978710C55493867 @default.
• W2019978710 hasConceptScore W2019978710C87007009 @default.
• W2019978710 hasConceptScore W2019978710C98045186 @default.
• W2019978710 hasLocation W20199787101 @default.
• W2019978710 hasLocation W20199787102 @default.
• W2019978710 hasOpenAccess W2019978710 @default.
• W2019978710 hasPrimaryLocation W20199787101 @default.
• W2019978710 hasRelatedWork W179969207 @default.
• W2019978710 hasRelatedWork W2767419625 @default.
• W2019978710 hasRelatedWork W3163334550 @default.
• W2019978710 hasRelatedWork W3174196512 @default.
• W2019978710 hasRelatedWork W3178040407 @default.
• W2019978710 hasRelatedWork W4212852473 @default.
• W2019978710 hasRelatedWork W4225360065 @default.
• W2019978710 hasRelatedWork W4237999557 @default.

• next