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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Machine Learning Using Topology Signatures For Associative Memory

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Year: 2015, 2015
Member of: Trent University Graduate Thesis Collection
Name(s): Creator (cre): Florez, Elkin Dario, Thesis advisor (ths): McConnell, Sabine, Thesis advisor (ths): Hurley, Richard, Degree granting institution (dgg): Trent University
Abstract: <p>This thesis presents a technique to produce signatures from topologies generated by the Growing Neural Gas algorithm. The generated signatures have the following characteristics: The signature's memory footprint is smaller than the "real object" and it represents a point in the n x m multidimensional space. Signatures can be compared based on Euclidean distance and… more
Full Text: MACHINE LEARNING USING TOPOLOGY SIGNATURES FOR ASSOCIATIVE MEMORY 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 …