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:

Mar. 03, 2015
Applicant:

Spotify Ab, Stockholm, SE;

Inventor:

Christopher Johnson, New York City, NY (US);

Assignee:

SPOTIFY AB, Stockholm, SE;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 7/02 (2006.01); G06N 7/04 (2006.01); G06N 7/06 (2006.01); G06N 7/08 (2006.01); G06Q 30/02 (2012.01); G06F 16/635 (2019.01);
U.S. Cl.
CPC ...
G06Q 30/0271 (2013.01); G06F 16/635 (2019.01);
Abstract

In accordance with an embodiment, described herein is a system and method for logistic matrix factorization of implicit feedback data, with application to media environments or streaming services. While users interact with an environment or service, for example a music streaming service, usage data reflecting implicit feedback can be collected in an observation matrix. A logistic function can be used to determine latent factors that indicate whether particular users are likely to prefer particular items. Exemplary use cases include providing personalized recommendations, such as personalized music recommendations, or generating playlists of popular artists.


Find Patent Forward Citations

Loading…