Matches in SemOpenAlex for { <https://semopenalex.org/work/W98552495> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W98552495 endingPage "249" @default.
- W98552495 startingPage "242" @default.
- W98552495 abstract "Decision Tree algorithms cannot learn accurately with a small training set. This is because, decision tree algorithms recursively partition the data set that leaves very few instances in the lower levels of the tree. Additional domain knowledge has been shown to enhance the performance of learners. We present an algorithm named Importance Aided Decision Tree (IADT) that takes Feature Importance as an additional domain knowledge. Decision Tree algorithm always finds the most important attributes in each node. Thus, Feature Importance can be useful to Decision Tree learning. Our algorithm uses a novel approach to incorporate this feature importance score into decision tree learning. This approach makes decision trees more accurate and robust. We demonstrated theoretical and empirical performance analysis to show that IADT is superior to standard decision tree learning algorithms." @default.
- W98552495 created "2016-06-24" @default.
- W98552495 creator A5031674501 @default.
- W98552495 creator A5085410909 @default.
- W98552495 creator A5086838248 @default.
- W98552495 date "2012-01-01" @default.
- W98552495 modified "2023-10-16" @default.
- W98552495 title "Construction of Decision Trees by Using Feature Importance Value for Improved Learning Performance" @default.
- W98552495 cites W2051665584 @default.
- W98552495 cites W2111022379 @default.
- W98552495 cites W2148239836 @default.
- W98552495 cites W4233413206 @default.
- W98552495 doi "https://doi.org/10.1007/978-3-642-34481-7_30" @default.
- W98552495 hasPublicationYear "2012" @default.
- W98552495 type Work @default.
- W98552495 sameAs 98552495 @default.
- W98552495 citedByCount "6" @default.
- W98552495 countsByYear W985524952017 @default.
- W98552495 countsByYear W985524952018 @default.
- W98552495 countsByYear W985524952020 @default.
- W98552495 countsByYear W985524952022 @default.
- W98552495 countsByYear W985524952023 @default.
- W98552495 crossrefType "book-chapter" @default.
- W98552495 hasAuthorship W98552495A5031674501 @default.
- W98552495 hasAuthorship W98552495A5085410909 @default.
- W98552495 hasAuthorship W98552495A5086838248 @default.
- W98552495 hasConcept C10229987 @default.
- W98552495 hasConcept C113174947 @default.
- W98552495 hasConcept C114614502 @default.
- W98552495 hasConcept C119857082 @default.
- W98552495 hasConcept C120136583 @default.
- W98552495 hasConcept C124101348 @default.
- W98552495 hasConcept C134306372 @default.
- W98552495 hasConcept C138885662 @default.
- W98552495 hasConcept C141291300 @default.
- W98552495 hasConcept C154945302 @default.
- W98552495 hasConcept C183931066 @default.
- W98552495 hasConcept C207685749 @default.
- W98552495 hasConcept C2776401178 @default.
- W98552495 hasConcept C33923547 @default.
- W98552495 hasConcept C41008148 @default.
- W98552495 hasConcept C41895202 @default.
- W98552495 hasConcept C42812 @default.
- W98552495 hasConcept C5481197 @default.
- W98552495 hasConcept C84525736 @default.
- W98552495 hasConceptScore W98552495C10229987 @default.
- W98552495 hasConceptScore W98552495C113174947 @default.
- W98552495 hasConceptScore W98552495C114614502 @default.
- W98552495 hasConceptScore W98552495C119857082 @default.
- W98552495 hasConceptScore W98552495C120136583 @default.
- W98552495 hasConceptScore W98552495C124101348 @default.
- W98552495 hasConceptScore W98552495C134306372 @default.
- W98552495 hasConceptScore W98552495C138885662 @default.
- W98552495 hasConceptScore W98552495C141291300 @default.
- W98552495 hasConceptScore W98552495C154945302 @default.
- W98552495 hasConceptScore W98552495C183931066 @default.
- W98552495 hasConceptScore W98552495C207685749 @default.
- W98552495 hasConceptScore W98552495C2776401178 @default.
- W98552495 hasConceptScore W98552495C33923547 @default.
- W98552495 hasConceptScore W98552495C41008148 @default.
- W98552495 hasConceptScore W98552495C41895202 @default.
- W98552495 hasConceptScore W98552495C42812 @default.
- W98552495 hasConceptScore W98552495C5481197 @default.
- W98552495 hasConceptScore W98552495C84525736 @default.
- W98552495 hasLocation W985524951 @default.
- W98552495 hasOpenAccess W98552495 @default.
- W98552495 hasPrimaryLocation W985524951 @default.
- W98552495 hasRelatedWork W1129665612 @default.
- W98552495 hasRelatedWork W1648970942 @default.
- W98552495 hasRelatedWork W1968817125 @default.
- W98552495 hasRelatedWork W2356463514 @default.
- W98552495 hasRelatedWork W2545418239 @default.
- W98552495 hasRelatedWork W4245868659 @default.
- W98552495 hasRelatedWork W4293786841 @default.
- W98552495 hasRelatedWork W4302004071 @default.
- W98552495 hasRelatedWork W98552495 @default.
- W98552495 hasRelatedWork W2095993105 @default.
- W98552495 isParatext "false" @default.
- W98552495 isRetracted "false" @default.
- W98552495 magId "98552495" @default.
- W98552495 workType "book-chapter" @default.