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US Patent 10467325 Acceleration of multidimensional scaling by vector extrapolation techniques

Patent 10467325 was granted and assigned to Intel on November, 2019 by the United States Patent and Trademark Office.

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Current Assignee
Intel
Intel
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
10467325
Date of Patent
November 5, 2019
Patent Application Number
14093671
Date Filed
December 2, 2013
Patent Citations Received
‌
US Patent 11790033 Accelerated Quasi-Newton methods on analog crossbar hardware
Patent Primary Examiner
‌
Chuong D. Ngo
Patent abstract

A method for multidimensional scaling (MDS) of a data set comprising a plurality of data elements is provided, wherein each data element is identified by its coordinates, the method comprising the steps of: (i) applying an iterative optimization technique, such as SMACOF, a predetermined amount of times on a coordinates vector, said coordinates vector representing the coordinates of a plurality of said data elements, and obtaining a modified coordinates vector; (ii) applying a vector extrapolation technique, such as Minimal Polynomial Extrapolation (MPE) or reduced Rank Extrapolation (RRE) on said modified coordinates vector obtaining a further modified coordinates vector; and (iii) repeating steps (i) and (ii) until one or more predefined conditions are met.

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