Talk:Consensus clustering

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Needs expansion

Please, more reference and expand description of the alghorithms. 00:55, 7 October 2010 178.73.63.95 (talk)

Yes, effectively no information here. Melcombe (talk) 16:46, 13 December 2010 (UTC)[reply]

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Problems with the PAC score

I noticed the author of the PAC score paper has inserted a large section on their method with graphics on this page. I think this is fine, as it is an important addition to the Monti consensus clustering method (which I have now added mathematical detail on). However, we have found in practice the PAC score works poorly because it overestimates K all the time, in the scientific reports paper the method was not tested on real data, instead just simulations were used. We have fixed this method by adding a Monte Carlo simulation to the Monti consensus clustering algorithm (M3C). I have added a small paragraph to mention this method. However, there is a wikipedia user 'HelpUsStopSpam' who thought this paragraph should be deleted. Please if you see it being removed again, it is important to keep this paragraph and this deletion should be undone in my opinion, having actually worked in this field for some time.