DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, Kichun | ko |
dc.contributor.author | Gray, Alexander | ko |
dc.contributor.author | Kim, Heeyoung | ko |
dc.date.accessioned | 2015-11-20T10:21:12Z | - |
dc.date.available | 2015-11-20T10:21:12Z | - |
dc.date.created | 2013-12-24 | - |
dc.date.created | 2013-12-24 | - |
dc.date.created | 2013-12-24 | - |
dc.date.issued | 2013-05 | - |
dc.identifier.citation | DATA MINING AND KNOWLEDGE DISCOVERY, v.26, no.3, pp.512 - 532 | - |
dc.identifier.issn | 1384-5810 | - |
dc.identifier.uri | http://hdl.handle.net/10203/201352 | - |
dc.description.abstract | We introduce the dependence distance, a new notion of the intrinsic distance between points, derived as a pointwise extension of statistical dependence measures between variables. We then introduce a dimension reduction procedure for preserving this distance, which we call the dependence map. We explore its theoretical justification, connection to other methods, and empirical behavior on real data sets. | - |
dc.language | English | - |
dc.publisher | SPRINGER | - |
dc.subject | REGULARIZATION | - |
dc.subject | EIGENMAPS | - |
dc.title | Dependence maps, a dimensionality reduction with dependence distance for high-dimensional data | - |
dc.type | Article | - |
dc.identifier.wosid | 000313963000003 | - |
dc.identifier.scopusid | 2-s2.0-84885836512 | - |
dc.type.rims | ART | - |
dc.citation.volume | 26 | - |
dc.citation.issue | 3 | - |
dc.citation.beginningpage | 512 | - |
dc.citation.endingpage | 532 | - |
dc.citation.publicationname | DATA MINING AND KNOWLEDGE DISCOVERY | - |
dc.identifier.doi | 10.1007/s10618-012-0267-9 | - |
dc.contributor.localauthor | Kim, Heeyoung | - |
dc.contributor.nonIdAuthor | Lee, Kichun | - |
dc.contributor.nonIdAuthor | Gray, Alexander | - |
dc.type.journalArticle | Article | - |
dc.subject.keywordAuthor | Dependence maps | - |
dc.subject.keywordAuthor | Dimensionality reduction | - |
dc.subject.keywordAuthor | Dependence | - |
dc.subject.keywordAuthor | Markov chain | - |
dc.subject.keywordPlus | REGULARIZATION | - |
dc.subject.keywordPlus | EIGENMAPS | - |
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