Trent University Graduate Thesis Collection

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tula:etd
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Collection
Language
eng
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1 item
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Copyright for all items in the Trent University Graduate Thesis Collection is held by the author, with all rights reserved, unless otherwise noted.
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Utilizing Class-Specific Thresholds Discovered by Outlier Detection

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Year: 2016, 2016
Member of: Trent University Graduate Thesis Collection
Name(s): Creator (cre): Branch, Richard Arthur Conan, Thesis advisor (ths): McConnell, Sabine, Thesis advisor (ths): Hurley, Richard, Degree granting institution (dgg): Trent University
Abstract: <p>We investigated if the performance of selected supervised machine-learning techniques could be improved by combining univariate outlier-detection techniques and machine-learning methods. We developed a framework to discover class-specific thresholds in class probability estimates using univariate outlier detection and proposed two novel techniques to utilize these class-specific… more
Full Text: UTILIZING CLASS-SPECIFIC THRESHOLDS DISCOVERED BY OUTLIER DETECTION A Thesis Submitted to the Committee on Graduate Studies in Partial Fulfillment of the Requirements for the Degree of Master of Science in the Faculty of Arts and Science TRENT UNIVERSITY …