Matches in SemOpenAlex for { <https://semopenalex.org/work/W2406936372> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W2406936372 endingPage "60" @default.
- W2406936372 startingPage "49" @default.
- W2406936372 abstract "Fast growing data sets with a very high number of attributes become a common situation in social, industry and scientific areas. A meaningful analysis of these data sets requires sophisticated data mining techniques as projected clustering that are able to deal with such complex data. In this work, we investigate solutions for extending the state-of-theart projected clustering algorithm P3C for large data sets in highdimensional spaces. We show that the original model of the P3C algorithm is not suitable to deal with huge data sets. Therefore, we propose the necessary changes of the underlying clustering model and then present an efficient MapReduce-based implementation our novel P3C + -MR algorithm. The effectiveness of the proposed changes on large data sets and the efficiency of the P3C + -MR algorithm are comprehensively evaluated on synthetic and real-world data sets. Additionally, we propose the P3C + -MR-Light algorithm, a simplified version of P3C + -MR that shows extraordinary good results in terms of runtime and result quality on large data sets. In the end, we compare our solutions to existing approaches." @default.
- W2406936372 created "2016-06-24" @default.
- W2406936372 creator A5041787430 @default.
- W2406936372 creator A5043504785 @default.
- W2406936372 creator A5082736337 @default.
- W2406936372 date "2014-01-01" @default.
- W2406936372 modified "2023-09-26" @default.
- W2406936372 title "Projected Clustering for Huge Data Sets in MapReduce" @default.
- W2406936372 cites W1994476810 @default.
- W2406936372 cites W1995433152 @default.
- W2406936372 cites W2015666340 @default.
- W2406936372 cites W2026705124 @default.
- W2406936372 cites W2065811242 @default.
- W2406936372 cites W2068302187 @default.
- W2406936372 cites W2079361215 @default.
- W2406936372 cites W2083607096 @default.
- W2406936372 cites W2089055054 @default.
- W2406936372 cites W2102286993 @default.
- W2406936372 cites W2109722477 @default.
- W2406936372 cites W2115116401 @default.
- W2406936372 cites W2122465391 @default.
- W2406936372 cites W2398760334 @default.
- W2406936372 hasPublicationYear "2014" @default.
- W2406936372 type Work @default.
- W2406936372 sameAs 2406936372 @default.
- W2406936372 citedByCount "1" @default.
- W2406936372 countsByYear W24069363722014 @default.
- W2406936372 crossrefType "proceedings-article" @default.
- W2406936372 hasAuthorship W2406936372A5041787430 @default.
- W2406936372 hasAuthorship W2406936372A5043504785 @default.
- W2406936372 hasAuthorship W2406936372A5082736337 @default.
- W2406936372 hasConcept C111472728 @default.
- W2406936372 hasConcept C11413529 @default.
- W2406936372 hasConcept C124101348 @default.
- W2406936372 hasConcept C138885662 @default.
- W2406936372 hasConcept C154945302 @default.
- W2406936372 hasConcept C2779530757 @default.
- W2406936372 hasConcept C41008148 @default.
- W2406936372 hasConcept C73555534 @default.
- W2406936372 hasConceptScore W2406936372C111472728 @default.
- W2406936372 hasConceptScore W2406936372C11413529 @default.
- W2406936372 hasConceptScore W2406936372C124101348 @default.
- W2406936372 hasConceptScore W2406936372C138885662 @default.
- W2406936372 hasConceptScore W2406936372C154945302 @default.
- W2406936372 hasConceptScore W2406936372C2779530757 @default.
- W2406936372 hasConceptScore W2406936372C41008148 @default.
- W2406936372 hasConceptScore W2406936372C73555534 @default.
- W2406936372 hasLocation W24069363721 @default.
- W2406936372 hasOpenAccess W2406936372 @default.
- W2406936372 hasPrimaryLocation W24069363721 @default.
- W2406936372 hasRelatedWork W1492277261 @default.
- W2406936372 hasRelatedWork W2051549110 @default.
- W2406936372 hasRelatedWork W2073243777 @default.
- W2406936372 hasRelatedWork W2109313347 @default.
- W2406936372 hasRelatedWork W2182003055 @default.
- W2406936372 hasRelatedWork W2405305525 @default.
- W2406936372 hasRelatedWork W2522325733 @default.
- W2406936372 hasRelatedWork W2589765429 @default.
- W2406936372 hasRelatedWork W2642364513 @default.
- W2406936372 hasRelatedWork W2741576990 @default.
- W2406936372 hasRelatedWork W2750867444 @default.
- W2406936372 hasRelatedWork W2803104255 @default.
- W2406936372 hasRelatedWork W2896998356 @default.
- W2406936372 hasRelatedWork W2915793907 @default.
- W2406936372 hasRelatedWork W3015653593 @default.
- W2406936372 hasRelatedWork W3092132736 @default.
- W2406936372 hasRelatedWork W3176755367 @default.
- W2406936372 hasRelatedWork W3214096912 @default.
- W2406936372 hasRelatedWork W6001216 @default.
- W2406936372 hasRelatedWork W9610824 @default.
- W2406936372 isParatext "false" @default.
- W2406936372 isRetracted "false" @default.
- W2406936372 magId "2406936372" @default.
- W2406936372 workType "article" @default.