Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386160714> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W4386160714 endingPage "110934" @default.
- W4386160714 startingPage "110934" @default.
- W4386160714 abstract "Concept drift has been a widely concerned problem in data analysis and many important achievements have been obtained. However, there are few discussions on concept drift detection in inconsistent information system that is very common in various application fields. In this paper, a concept drift detection algorithm based on the decision distribution (IDP-DD) is proposed. To begin, we present the notion of decision distribution function by means of inclusion degree and delineate the decision empirical vector. Subsequently, we expound upon decision empirical distance and analyze the limits characteristics of sampling; thirdly, we display the algorithm implementation process of IDP-DD. Lastly, we evaluate the efficacy of IDP-DD with a some commonly employed datasets and a real-word example dataset. Theory analysis and experiment verification indicate that the algorithm IDP-DD can not only quantify the severity of concept drift, but also visually present the region where concept drift occurs. At the same time, combined with sampling method, this algorithm does not need to traverse all samples at one time, so the complexity and calculation cost can be effectively reduced. So IDP-DD is more stable and can effectively facilitate data-driven decision problems." @default.
- W4386160714 created "2023-08-26" @default.
- W4386160714 creator A5064705419 @default.
- W4386160714 creator A5074287242 @default.
- W4386160714 creator A5082311500 @default.
- W4386160714 date "2023-11-01" @default.
- W4386160714 modified "2023-09-27" @default.
- W4386160714 title "Concept drift detection based on decision distribution in inconsistent information system" @default.
- W4386160714 cites W1747560487 @default.
- W4386160714 cites W1978717800 @default.
- W4386160714 cites W2000454347 @default.
- W4386160714 cites W2040315807 @default.
- W4386160714 cites W2069701377 @default.
- W4386160714 cites W2099419573 @default.
- W4386160714 cites W2134385409 @default.
- W4386160714 cites W2538253296 @default.
- W4386160714 cites W2588336250 @default.
- W4386160714 cites W2751543787 @default.
- W4386160714 cites W2768015769 @default.
- W4386160714 cites W3087239140 @default.
- W4386160714 cites W3113333528 @default.
- W4386160714 cites W3119674270 @default.
- W4386160714 cites W3167537398 @default.
- W4386160714 cites W3182213534 @default.
- W4386160714 cites W3214676132 @default.
- W4386160714 cites W4220787723 @default.
- W4386160714 cites W4229063663 @default.
- W4386160714 cites W4233413206 @default.
- W4386160714 cites W4281719757 @default.
- W4386160714 cites W4285033264 @default.
- W4386160714 cites W4307392573 @default.
- W4386160714 cites W4317254293 @default.
- W4386160714 doi "https://doi.org/10.1016/j.knosys.2023.110934" @default.
- W4386160714 hasPublicationYear "2023" @default.
- W4386160714 type Work @default.
- W4386160714 citedByCount "0" @default.
- W4386160714 crossrefType "journal-article" @default.
- W4386160714 hasAuthorship W4386160714A5064705419 @default.
- W4386160714 hasAuthorship W4386160714A5074287242 @default.
- W4386160714 hasAuthorship W4386160714A5082311500 @default.
- W4386160714 hasConcept C105795698 @default.
- W4386160714 hasConcept C106131492 @default.
- W4386160714 hasConcept C111919701 @default.
- W4386160714 hasConcept C11413529 @default.
- W4386160714 hasConcept C120936955 @default.
- W4386160714 hasConcept C124101348 @default.
- W4386160714 hasConcept C13280743 @default.
- W4386160714 hasConcept C140779682 @default.
- W4386160714 hasConcept C154945302 @default.
- W4386160714 hasConcept C176809094 @default.
- W4386160714 hasConcept C205649164 @default.
- W4386160714 hasConcept C31972630 @default.
- W4386160714 hasConcept C33923547 @default.
- W4386160714 hasConcept C41008148 @default.
- W4386160714 hasConcept C60777511 @default.
- W4386160714 hasConcept C89198739 @default.
- W4386160714 hasConcept C98045186 @default.
- W4386160714 hasConceptScore W4386160714C105795698 @default.
- W4386160714 hasConceptScore W4386160714C106131492 @default.
- W4386160714 hasConceptScore W4386160714C111919701 @default.
- W4386160714 hasConceptScore W4386160714C11413529 @default.
- W4386160714 hasConceptScore W4386160714C120936955 @default.
- W4386160714 hasConceptScore W4386160714C124101348 @default.
- W4386160714 hasConceptScore W4386160714C13280743 @default.
- W4386160714 hasConceptScore W4386160714C140779682 @default.
- W4386160714 hasConceptScore W4386160714C154945302 @default.
- W4386160714 hasConceptScore W4386160714C176809094 @default.
- W4386160714 hasConceptScore W4386160714C205649164 @default.
- W4386160714 hasConceptScore W4386160714C31972630 @default.
- W4386160714 hasConceptScore W4386160714C33923547 @default.
- W4386160714 hasConceptScore W4386160714C41008148 @default.
- W4386160714 hasConceptScore W4386160714C60777511 @default.
- W4386160714 hasConceptScore W4386160714C89198739 @default.
- W4386160714 hasConceptScore W4386160714C98045186 @default.
- W4386160714 hasFunder F4320321001 @default.
- W4386160714 hasFunder F4320322163 @default.
- W4386160714 hasLocation W43861607141 @default.
- W4386160714 hasOpenAccess W4386160714 @default.
- W4386160714 hasPrimaryLocation W43861607141 @default.
- W4386160714 hasRelatedWork W1588720508 @default.
- W4386160714 hasRelatedWork W1660343246 @default.
- W4386160714 hasRelatedWork W2111103700 @default.
- W4386160714 hasRelatedWork W2354594976 @default.
- W4386160714 hasRelatedWork W2370149405 @default.
- W4386160714 hasRelatedWork W2380451133 @default.
- W4386160714 hasRelatedWork W2384786133 @default.
- W4386160714 hasRelatedWork W2386767533 @default.
- W4386160714 hasRelatedWork W2550449957 @default.
- W4386160714 hasRelatedWork W2720135077 @default.
- W4386160714 hasVolume "279" @default.
- W4386160714 isParatext "false" @default.
- W4386160714 isRetracted "false" @default.
- W4386160714 workType "article" @default.