Matches in SemOpenAlex for { <https://semopenalex.org/work/W2050240670> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W2050240670 endingPage "2673" @default.
- W2050240670 startingPage "2665" @default.
- W2050240670 abstract "We introduce the ‘No Panacea Theorem’ (NPT) for multiple classifier combination, previously proved only in the case of two classifiers and two classes. In this paper, we extend the NPT to cases of multiple classifiers and multiple classes. We prove that if the combination function is continuous and diverse, there exists a situation in which the combination algorithm will give very bad performance. The proof relies on constructing ‘pathological’ probability density distributions that have high densities in particular areas such that the combination functions give incorrect classification. Thus, there is no optimal combination algorithm that is suitable in all situations. It can be seen from this theorem that the probability density functions (pdfs) play an important role in the performance of combination algorithms, so studying the pdfs becomes the first step of finding a good combination algorithm. Although devised for classifier combination, the NPT is also relevant to all supervised classification problems." @default.
- W2050240670 created "2016-06-24" @default.
- W2050240670 creator A5038054216 @default.
- W2050240670 creator A5055672892 @default.
- W2050240670 date "2008-08-01" @default.
- W2050240670 modified "2023-09-26" @default.
- W2050240670 title "A ‘No Panacea Theorem’ for classifier combination" @default.
- W2050240670 cites W2029896651 @default.
- W2050240670 cites W2076118331 @default.
- W2050240670 cites W2123064848 @default.
- W2050240670 cites W2151554678 @default.
- W2050240670 cites W2158275940 @default.
- W2050240670 cites W2165187490 @default.
- W2050240670 doi "https://doi.org/10.1016/j.patcog.2008.01.022" @default.
- W2050240670 hasPublicationYear "2008" @default.
- W2050240670 type Work @default.
- W2050240670 sameAs 2050240670 @default.
- W2050240670 citedByCount "19" @default.
- W2050240670 countsByYear W20502406702012 @default.
- W2050240670 countsByYear W20502406702013 @default.
- W2050240670 countsByYear W20502406702014 @default.
- W2050240670 countsByYear W20502406702015 @default.
- W2050240670 countsByYear W20502406702020 @default.
- W2050240670 countsByYear W20502406702021 @default.
- W2050240670 crossrefType "journal-article" @default.
- W2050240670 hasAuthorship W2050240670A5038054216 @default.
- W2050240670 hasAuthorship W2050240670A5055672892 @default.
- W2050240670 hasConcept C105795698 @default.
- W2050240670 hasConcept C11413529 @default.
- W2050240670 hasConcept C119857082 @default.
- W2050240670 hasConcept C142724271 @default.
- W2050240670 hasConcept C153180895 @default.
- W2050240670 hasConcept C154945302 @default.
- W2050240670 hasConcept C197055811 @default.
- W2050240670 hasConcept C204787440 @default.
- W2050240670 hasConcept C26993612 @default.
- W2050240670 hasConcept C33923547 @default.
- W2050240670 hasConcept C41008148 @default.
- W2050240670 hasConcept C71924100 @default.
- W2050240670 hasConcept C95623464 @default.
- W2050240670 hasConceptScore W2050240670C105795698 @default.
- W2050240670 hasConceptScore W2050240670C11413529 @default.
- W2050240670 hasConceptScore W2050240670C119857082 @default.
- W2050240670 hasConceptScore W2050240670C142724271 @default.
- W2050240670 hasConceptScore W2050240670C153180895 @default.
- W2050240670 hasConceptScore W2050240670C154945302 @default.
- W2050240670 hasConceptScore W2050240670C197055811 @default.
- W2050240670 hasConceptScore W2050240670C204787440 @default.
- W2050240670 hasConceptScore W2050240670C26993612 @default.
- W2050240670 hasConceptScore W2050240670C33923547 @default.
- W2050240670 hasConceptScore W2050240670C41008148 @default.
- W2050240670 hasConceptScore W2050240670C71924100 @default.
- W2050240670 hasConceptScore W2050240670C95623464 @default.
- W2050240670 hasIssue "8" @default.
- W2050240670 hasLocation W20502406701 @default.
- W2050240670 hasOpenAccess W2050240670 @default.
- W2050240670 hasPrimaryLocation W20502406701 @default.
- W2050240670 hasRelatedWork W2001652754 @default.
- W2050240670 hasRelatedWork W2379065761 @default.
- W2050240670 hasRelatedWork W2549006548 @default.
- W2050240670 hasRelatedWork W2784352036 @default.
- W2050240670 hasRelatedWork W2807311372 @default.
- W2050240670 hasRelatedWork W2961085424 @default.
- W2050240670 hasRelatedWork W2972035100 @default.
- W2050240670 hasRelatedWork W3043252291 @default.
- W2050240670 hasRelatedWork W4214932115 @default.
- W2050240670 hasRelatedWork W3158004940 @default.
- W2050240670 hasVolume "41" @default.
- W2050240670 isParatext "false" @default.
- W2050240670 isRetracted "false" @default.
- W2050240670 magId "2050240670" @default.
- W2050240670 workType "article" @default.