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- Q5162841 subject Q8384546.
- Q5162841 abstract "Clustering is the assignment of objects into groups (called clusters) so that objects from the same cluster are more similar to each other than objects from different clusters. Often similarity is assessed according to a distance measure. Clustering is a common technique for statistical data analysis, which is used in many fields, including machine learning, data mining, pattern recognition, image analysis and bioinformatics.Consensus clustering has emerged as an important elaboration of the classical clustering problem. Consensus clustering, also called aggregation of clustering (or partitions), refers to the situation in which a number of different (input) clusterings have been obtained for a particular dataset and it is desired to find a single (consensus) clustering which is a better fit in some sense than the existing clusterings. Consensus clustering is thus the problem of reconciling clustering information about the same data set coming from different sources or from different runs of the same algorithm. When cast as an optimization problem, consensus clustering is known as median partition, and has been shown to be NP-complete. Consensus clustering for unsupervised learning is analogous to ensemble learning in supervised learning.".
- Q5162841 wikiPageExternalLink TPAMI-ClusteringEnsembles.pdf.
- Q5162841 wikiPageExternalLink overview.
- Q5162841 wikiPageExternalLink metis.
- Q5162841 wikiPageExternalLink strehl-jmlr02.pdf.
- Q5162841 wikiPageExternalLink consensus4pdflatex.pdf.
- Q5162841 wikiPageExternalLink aggregated-journal.pdf.
- Q5162841 wikiPageExternalLink punera07softconsensus.pdf.
- Q5162841 wikiPageExternalLink pone.0056432.pdf.
- Q5162841 wikiPageExternalLink SDM09_022_wangh.pdf.
- Q5162841 wikiPageWikiLink Q1136838.
- Q5162841 wikiPageWikiLink Q12483.
- Q5162841 wikiPageWikiLink Q1277447.
- Q5162841 wikiPageWikiLink Q128570.
- Q5162841 wikiPageWikiLink Q16335219.
- Q5162841 wikiPageWikiLink Q172491.
- Q5162841 wikiPageWikiLink Q19664665.
- Q5162841 wikiPageWikiLink Q1988917.
- Q5162841 wikiPageWikiLink Q215206.
- Q5162841 wikiPageWikiLink Q245652.
- Q5162841 wikiPageWikiLink Q2539.
- Q5162841 wikiPageWikiLink Q255166.
- Q5162841 wikiPageWikiLink Q310401.
- Q5162841 wikiPageWikiLink Q378859.
- Q5162841 wikiPageWikiLink Q4720171.
- Q5162841 wikiPageWikiLink Q5699317.
- Q5162841 wikiPageWikiLink Q8384546.
- Q5162841 wikiPageWikiLink Q860755.
- Q5162841 wikiPageWikiLink Q865746.
- Q5162841 comment "Clustering is the assignment of objects into groups (called clusters) so that objects from the same cluster are more similar to each other than objects from different clusters. Often similarity is assessed according to a distance measure.".
- Q5162841 label "Consensus clustering".