This shows you the differences between two versions of the page.
seminars:stat:141120 [2014/09/25 16:40] qiao created |
seminars:stat:141120 [2014/12/04 14:41] (current) qiao |
||
---|---|---|---|
Line 1: | Line 1: | ||
+ | <WRAP centeralign>##Statistics Seminar##\\ Department of Mathematical Sciences</WRAP> | ||
+ | |||
+ | ~~META:title =November 20, 2014~~ | ||
+ | <WRAP 70% center> | ||
+ | | **DATE:**|Thursday, November 20, 2014 | | ||
+ | | **TIME:**|1:15pm to 2:15pm | | ||
+ | | **PLACE:**|OW 100E | | ||
+ | | **SPEAKER:**|Nan Bi (Binghamton University) | | ||
+ | | **TITLE:**|Paper review on "Clustering Stability: An Overview" | | ||
+ | </WRAP> | ||
+ | \\ | ||
+ | |||
+ | <WRAP center box 80%> | ||
+ | <WRAP centeralign>**Abstract**</WRAP> | ||
+ | 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 monograph 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. | ||
+ | </WRAP> | ||