Big Data Analytics & Data Mining Research Archive



 

Mellon Foundation Grant to Expand UM Libraries’ Cuban Theater Digital Archive

The University of Miami Libraries has received a two-year $260,000 grant from the Andrew W. Mellon Foundation…

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A Bayesian Criterion for Clustering Stability

The main ensemble methods discussed are Bayes model averaging, bagging, and stacking.

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Clustering Stability: Impossibility and Possibility

Clustering Stability: Impossibility and Possibility This presentation was addressed to a specialized audience of people in Data Mining and Machine Learning. The talk provided a theory that showed how clustering stability can be used to choose the correct number of clusters, as well as demonstrate the importance of cluster stability and discussed the use of […]

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Clustering Impossibility and Stability

Clustering Impossibility and Stability This presentation was aimed at a general statistical audience and showed the importance of cluster stability (a theorem that in the limit of large dimensions can get complete noninformativity of clustering for finite sample sizes) and discussed the use of stability for clustering evaluation. Bertrand Salem Clarke (UM), Hoyt Koepke (UM […]

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Review of Bayesian and Frequentist Statistics

Review of Bayesian and Frequentist Statistics This presentation was part 1 of a 4-part course given on the basics of machine learning.  This first course was a review of standard graduate statistics material. Bertrand Salem Clarke (UM) Bertrand Salem Clarke (UM)Notre Dame University Conference  Louaize, Lebanon  |  July 4-9, 2011   NDU 2011-Pt.1  PowerPoint Slides […]

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