Matches in SemOpenAlex for { <https://semopenalex.org/work/W75057101> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W75057101 endingPage "296" @default.
- W75057101 startingPage "281" @default.
- W75057101 abstract "The Very Fast Decision Tree (VFDT) is one of the most important classification algorithms for real-time data stream mining. However, imperfections in data streams, such as noise and imbalanced class distribution, do exist in real world applications and they jeopardize the performance of VFDT. Traditional sampling techniques and post-pruning may be impractical for a non-stopping data stream. To deal with the adverse effects of imperfect data streams, we have invented an incremental optimization model that can be integrated into the decision tree model for data stream classification. It is called the Incrementally Optimized Very Fast Decision Tree (I-OVFDT) and it balances performance (in relation to prediction accuracy, tree size and learning time) and diminishes error and tree size dynamically. Furthermore, two new Functional Tree Leaf strategies are extended for I-OVFDT that result in superior performance compared to VFDT and its variant algorithms. Our new model works especially well for imperfect data streams. I-OVFDT is an anytime algorithm that can be integrated into those existing VFDT-extended algorithms based on Hoeffding bound in node splitting. The experimental results show that I-OVFDT has higher accuracy and more compact tree size than other existing data stream classification methods." @default.
- W75057101 created "2016-06-24" @default.
- W75057101 creator A5010440803 @default.
- W75057101 creator A5086422507 @default.
- W75057101 date "2012-01-01" @default.
- W75057101 modified "2023-10-16" @default.
- W75057101 title "Incrementally Optimized Decision Tree for Mining Imperfect Data Streams" @default.
- W75057101 cites W1503605645 @default.
- W75057101 cites W1516923404 @default.
- W75057101 cites W2010657328 @default.
- W75057101 cites W2042587503 @default.
- W75057101 cites W2062582792 @default.
- W75057101 cites W2084689094 @default.
- W75057101 cites W2136233172 @default.
- W75057101 cites W2150581013 @default.
- W75057101 cites W4253930552 @default.
- W75057101 doi "https://doi.org/10.1007/978-3-642-30507-8_25" @default.
- W75057101 hasPublicationYear "2012" @default.
- W75057101 type Work @default.
- W75057101 sameAs 75057101 @default.
- W75057101 citedByCount "2" @default.
- W75057101 countsByYear W750571012014 @default.
- W75057101 countsByYear W750571012022 @default.
- W75057101 crossrefType "book-chapter" @default.
- W75057101 hasAuthorship W75057101A5010440803 @default.
- W75057101 hasAuthorship W75057101A5086422507 @default.
- W75057101 hasConcept C10229987 @default.
- W75057101 hasConcept C108010975 @default.
- W75057101 hasConcept C113174947 @default.
- W75057101 hasConcept C11413529 @default.
- W75057101 hasConcept C119857082 @default.
- W75057101 hasConcept C124101348 @default.
- W75057101 hasConcept C127413603 @default.
- W75057101 hasConcept C134306372 @default.
- W75057101 hasConcept C154945302 @default.
- W75057101 hasConcept C183931066 @default.
- W75057101 hasConcept C2778484313 @default.
- W75057101 hasConcept C33923547 @default.
- W75057101 hasConcept C41008148 @default.
- W75057101 hasConcept C5481197 @default.
- W75057101 hasConcept C60777511 @default.
- W75057101 hasConcept C62611344 @default.
- W75057101 hasConcept C6557445 @default.
- W75057101 hasConcept C66938386 @default.
- W75057101 hasConcept C76155785 @default.
- W75057101 hasConcept C84525736 @default.
- W75057101 hasConcept C86803240 @default.
- W75057101 hasConcept C89198739 @default.
- W75057101 hasConceptScore W75057101C10229987 @default.
- W75057101 hasConceptScore W75057101C108010975 @default.
- W75057101 hasConceptScore W75057101C113174947 @default.
- W75057101 hasConceptScore W75057101C11413529 @default.
- W75057101 hasConceptScore W75057101C119857082 @default.
- W75057101 hasConceptScore W75057101C124101348 @default.
- W75057101 hasConceptScore W75057101C127413603 @default.
- W75057101 hasConceptScore W75057101C134306372 @default.
- W75057101 hasConceptScore W75057101C154945302 @default.
- W75057101 hasConceptScore W75057101C183931066 @default.
- W75057101 hasConceptScore W75057101C2778484313 @default.
- W75057101 hasConceptScore W75057101C33923547 @default.
- W75057101 hasConceptScore W75057101C41008148 @default.
- W75057101 hasConceptScore W75057101C5481197 @default.
- W75057101 hasConceptScore W75057101C60777511 @default.
- W75057101 hasConceptScore W75057101C62611344 @default.
- W75057101 hasConceptScore W75057101C6557445 @default.
- W75057101 hasConceptScore W75057101C66938386 @default.
- W75057101 hasConceptScore W75057101C76155785 @default.
- W75057101 hasConceptScore W75057101C84525736 @default.
- W75057101 hasConceptScore W75057101C86803240 @default.
- W75057101 hasConceptScore W75057101C89198739 @default.
- W75057101 hasLocation W750571011 @default.
- W75057101 hasOpenAccess W75057101 @default.
- W75057101 hasPrimaryLocation W750571011 @default.
- W75057101 hasRelatedWork W1530117672 @default.
- W75057101 hasRelatedWork W1646313322 @default.
- W75057101 hasRelatedWork W1888905147 @default.
- W75057101 hasRelatedWork W1966256265 @default.
- W75057101 hasRelatedWork W2100165500 @default.
- W75057101 hasRelatedWork W2160080034 @default.
- W75057101 hasRelatedWork W2355681927 @default.
- W75057101 hasRelatedWork W2738041616 @default.
- W75057101 hasRelatedWork W3166286285 @default.
- W75057101 hasRelatedWork W3151201323 @default.
- W75057101 isParatext "false" @default.
- W75057101 isRetracted "false" @default.
- W75057101 magId "75057101" @default.
- W75057101 workType "book-chapter" @default.