Browsing Cambridge University by Author "Cannings, Timothy Ivor"
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New approaches to modern statistical classification problems
Cannings, Timothy Ivor (University of CambridgeDepartment of Pure Mathematics and Mathematical Statistics, 2015-11-10)This thesis concerns the development and mathematical analysis of statistical procedures for classification problems. In supervised classification, the practitioner is presented with the task of assigning an object to ...
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Random-projection ensemble classification
Cannings, Timothy Ivor; Samworth, Richard JohnWe introduce a very general method for high-dimensional classification, based on careful combination of the results of applying an arbitrary base classifier to random projections of the feature vectors into a lower-dimensional ...