The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Oct. 16, 2018

Filed:

Jun. 26, 2015
Applicant:

Conduent Business Services, Llc, Dallas, TX (US);

Inventors:

Guillaume Bouchard, Saint-Martin-le Vinoux, FR;

Julien Perez, Grenoble, FR;

James Brinton Henderson, Vessy, CH;

Assignee:
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 7/00 (2006.01); G06N 99/00 (2010.01); G06F 21/62 (2013.01); H04W 4/21 (2018.01); H04L 29/08 (2006.01);
U.S. Cl.
CPC ...
G06N 7/005 (2013.01); G06F 21/6263 (2013.01); G06N 99/005 (2013.01); H04W 4/21 (2018.02); H04L 67/104 (2013.01);
Abstract

Each computer of a peer-to-peer (P2P) network performs an iterative computer-based modeling task defined by a set of training data including at least some training data that are not accessible to the other computers of the P2P network, and by a set of parameters including a shared parameter. The modeling task optimizes an objective function comparing a model parameterized by the set of parameters with the training data. Each iteration includes: performing an iterative gradient step update of parameter values stored at the computer based on the objective function; receiving parameter values of the shared parameter from other computers of the P2P network; adjusting the parameter value of the shared parameter stored at the computer by averaging the received parameter values; and sending the parameter value of the shared parameter stored at the computer to other computers of the P2P network.


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