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- Author: Ulrike Von Luxor
- Publisher: Now Publishers
- Year: 2010
- Pages: 54
- ISBN-10: 1601983441
- ISBN-13: 9781601983442
- Format: 15.6 x 23.4 x 0.3 cm, minkšti viršeliai
- Language: English
- SAVE -10% with code: EXTRA
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Description
A popular method for selecting the number of clusters is based on stability arguments: one chooses the number of clusters such that the corresponding clustering results are most stable. In recent years, a series of papers has analyzed the behavior of this method from a theoretical point of view. However, the results are very technical and difficult to interpret for non-experts. In this paper we give a high-level overview about the existing literature on clustering stability. In addition to presenting the results in a slightly informal but accessible way, we relate them to each other and discuss their different implications.
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- Author: Ulrike Von Luxor
- Publisher: Now Publishers
- Year: 2010
- Pages: 54
- ISBN-10: 1601983441
- ISBN-13: 9781601983442
- Format: 15.6 x 23.4 x 0.3 cm, minkšti viršeliai
- Language: English English
A popular method for selecting the number of clusters is based on stability arguments: one chooses the number of clusters such that the corresponding clustering results are most stable. In recent years, a series of papers has analyzed the behavior of this method from a theoretical point of view. However, the results are very technical and difficult to interpret for non-experts. In this paper we give a high-level overview about the existing literature on clustering stability. In addition to presenting the results in a slightly informal but accessible way, we relate them to each other and discuss their different implications.
Reviews