A clustering performance measure based on fuzzy set decomposition

Clustering is primarily used to uncover the true underlying structure of a given data set and, for this purpose, it is desirable to subject the same data to several different clustering algorithms. This paper attempts to put an order on the various partitions of a data set obtained from different cl...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 3(1981), 1 vom: 01. Jan., Seite 66-75
1. Verfasser: Backer, E (VerfasserIn)
Weitere Verfasser: Jain, A K
Format: Aufsatz
Sprache:English
Veröffentlicht: 1981
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article
LEADER 01000naa a22002652 4500
001 NLM211011770
003 DE-627
005 20231224012717.0
007 tu
008 231224s1981 xx ||||| 00| ||eng c
028 5 2 |a pubmed24n0703.xml 
035 |a (DE-627)NLM211011770 
035 |a (NLM)21868919 
040 |a DE-627  |b ger  |c DE-627  |e rakwb 
041 |a eng 
100 1 |a Backer, E  |e verfasserin  |4 aut 
245 1 2 |a A clustering performance measure based on fuzzy set decomposition 
264 1 |c 1981 
336 |a Text  |b txt  |2 rdacontent 
337 |a ohne Hilfsmittel zu benutzen  |b n  |2 rdamedia 
338 |a Band  |b nc  |2 rdacarrier 
500 |a Date Completed 02.10.2012 
500 |a Date Revised 12.11.2019 
500 |a published: Print 
500 |a Citation Status PubMed-not-MEDLINE 
520 |a Clustering is primarily used to uncover the true underlying structure of a given data set and, for this purpose, it is desirable to subject the same data to several different clustering algorithms. This paper attempts to put an order on the various partitions of a data set obtained from different clustering algorithms. The goodness of each partition is expressed by means of a performance measure based on a fuzzy set decomposition of the data set under consideration. Several experiments reported in here show that the proposed performance measure puts an order on different partitions of the same data which is consistent with the error rate of a classifier designed on the basis of the obtained cluster labelings 
650 4 |a Journal Article 
700 1 |a Jain, A K  |e verfasserin  |4 aut 
773 0 8 |i Enthalten in  |t IEEE transactions on pattern analysis and machine intelligence  |d 1979  |g 3(1981), 1 vom: 01. Jan., Seite 66-75  |w (DE-627)NLM098212257  |x 1939-3539  |7 nnns 
773 1 8 |g volume:3  |g year:1981  |g number:1  |g day:01  |g month:01  |g pages:66-75 
912 |a GBV_USEFLAG_A 
912 |a SYSFLAG_A 
912 |a GBV_NLM 
912 |a GBV_ILN_350 
951 |a AR 
952 |d 3  |j 1981  |e 1  |b 01  |c 01  |h 66-75