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:
Aug. 13, 2019

Filed:

Apr. 08, 2016
Applicant:

Here Global B.v., Veldhoven, NL;

Inventor:

Tadej Stajner, Berlin, DE;

Assignee:

HERE Global B.V., Eindhoven, NL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/00 (2006.01); G06N 20/00 (2019.01); G06N 5/04 (2006.01); H04L 29/08 (2006.01); G01C 21/26 (2006.01); G01C 21/36 (2006.01); G06F 16/2458 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G01C 21/26 (2013.01); G01C 21/3617 (2013.01); G01C 21/3685 (2013.01); G01C 21/3697 (2013.01); G06F 16/2458 (2019.01); G06N 5/04 (2013.01); H04L 67/10 (2013.01);
Abstract

Methods, apparatus, systems, and computer program products are provided for providing distributed online learning for personal predictive models that preserves user privacy. An example method comprises receiving model updates based at least in part on synchronization metadata. The model update comprises one or more received model parameter updates. The received model parameter updates correspond to one or more model parameters. The model updates are associated with a particular apparatus. The example method further comprises determining a decay factor based at least in part on the synchronization metadata; applying the decay factor to the one or more received model parameter updates; and updating the one or more model parameters based on the decayed model parameter updates.


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