Empirical comparison of a monothetic divisive clustering method with the Ward and the k-means clustering methods
| hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
| dc.contributor.author | CHAVENT, Marie | |
| hal.structure.identifier | Usage-centered design, analysis and improvement of information systems [AxIS] | |
| dc.contributor.author | LECHEVALLIER, Yves | |
| dc.contributor.editor | V. Batagelj et al. | |
| dc.date.accessioned | 2024-04-04T02:53:37Z | |
| dc.date.available | 2024-04-04T02:53:37Z | |
| dc.date.issued | 2006-09 | |
| dc.date.conference | 2006-07 | |
| dc.identifier.uri | https://oskar-bordeaux.fr/handle/20.500.12278/192192 | |
| dc.description.abstractEn | DIVCLUS-T is a descendant hierarchical clustering methods based on the same monothetic approach than segmentation but from an unsupervised point of view. The dendrogram of the hierarchy is easy to interpret and can be read as decision tree. We present DIVCLUS-T on a small numerical and a small categorical example. DIVCLUS-T is then compared with two polythetic clustering methods: the Ward ascendant hierarchical clustering method and the k-means partitional method. The three algoritms are applied and compared on six databases of the UCI Machine Learning repository. | |
| dc.language.iso | en | |
| dc.publisher | Springer | |
| dc.source.title | Data Science and Classification | |
| dc.title.en | Empirical comparison of a monothetic divisive clustering method with the Ward and the k-means clustering methods | |
| dc.type | Communication dans un congrès | |
| dc.identifier.doi | 10.1007/3-540-34416-0 | |
| dc.subject.hal | Statistiques [stat]/Autres [stat.ML] | |
| bordeaux.page | 83-90 | |
| bordeaux.hal.laboratories | Institut de Mathématiques de Bordeaux (IMB) - UMR 5251 | * |
| bordeaux.institution | Université de Bordeaux | |
| bordeaux.institution | Bordeaux INP | |
| bordeaux.institution | CNRS | |
| bordeaux.conference.title | IFCS 2006 | |
| bordeaux.country | SI | |
| bordeaux.title.proceeding | Data Science and Classification | |
| bordeaux.conference.city | Ljubljana | |
| bordeaux.peerReviewed | oui | |
| hal.identifier | hal-00278292 | |
| hal.version | 1 | |
| hal.invited | non | |
| hal.proceedings | oui | |
| hal.popular | non | |
| hal.audience | Non spécifiée | |
| hal.origin.link | https://hal.archives-ouvertes.fr//hal-00278292v1 | |
| bordeaux.COinS | ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.btitle=Data%20Science%20and%20Classification&rft.date=2006-09&rft.spage=83-90&rft.epage=83-90&rft.au=CHAVENT,%20Marie&LECHEVALLIER,%20Yves&rft.genre=unknown |
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