Normalized k-means clustering of hyper-rectangles
| hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
| dc.contributor.author | CHAVENT, Marie | |
| dc.date.accessioned | 2024-04-04T02:53:37Z | |
| dc.date.available | 2024-04-04T02:53:37Z | |
| dc.date.issued | 2005-05 | |
| dc.date.conference | 2005-05 | |
| dc.identifier.uri | https://oskar-bordeaux.fr/handle/20.500.12278/192191 | |
| dc.description.abstractEn | Interval variables can be measured on very different scales. We first remind a general methodology used for measuring the dispersion of a variable from an optimal center and we define two measures of dispersions associated to two optimal "centers" for interval variables. Then we study the relations between the standardization of a data table and the use in clustering of a normalized distance. Finally we define two normalized distances between hyper-rectangles and their use in two normalized k-means clustering algorithms. | |
| dc.language.iso | en | |
| dc.source.title | Proceedings of the XIth International Symposium of Applied Stochastic Models and Data Analysis | |
| dc.title.en | Normalized k-means clustering of hyper-rectangles | |
| dc.type | Communication dans un congrès | |
| dc.subject.hal | Statistiques [stat]/Autres [stat.ML] | |
| bordeaux.page | - | |
| 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 | ASMDA 2005 | |
| bordeaux.country | FR | |
| bordeaux.title.proceeding | Proceedings of the XIth International Symposium of Applied Stochastic Models and Data Analysis | |
| bordeaux.conference.city | Brest | |
| bordeaux.peerReviewed | oui | |
| hal.identifier | hal-00278293 | |
| hal.version | 1 | |
| hal.invited | non | |
| hal.proceedings | oui | |
| hal.popular | non | |
| hal.audience | Non spécifiée | |
| dc.subject.it | Interval data | |
| dc.subject.it | Standardization | |
| dc.subject.it | Normalized Hausdorff distance | |
| dc.subject.it | Clus- tering | |
| hal.origin.link | https://hal.archives-ouvertes.fr//hal-00278293v1 | |
| bordeaux.COinS | ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.btitle=Proceedings%20of%20the%20XIth%20International%20Symposium%20of%20Applied%20Stochastic%20Models%20and%20Data%20Analysis&rft.date=2005-05&rft.spage=-&rft.epage=-&rft.au=CHAVENT,%20Marie&rft.genre=unknown |
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