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:
May. 11, 2021

Filed:

Dec. 28, 2018
Applicant:

Zignal Labs, Inc., San Francisco, CA (US);

Inventors:

Adam Beaugh, Kensington, CA (US);

Andras Benke, Bellevue, WA (US);

Jay Buckingham, Vancouver, WA (US);

Jonathan R. Dodson, San Francisco, CA (US);

Jeffrey Fenchel, San Francisco, CA (US);

Loretta Jimenez, San Francisco, CA (US);

Michael Kramer, San Francisco, CA (US);

David Lineberger, Oakland, CA (US);

Antonio Maldonado, Sunnyvale, CA (US);

Felix Medina Wong, Fremont, CA (US);

Alex Smith, Chadron, NE (US);

Fabien Vives, San Francisco, CA (US);

Assignee:

ZIGNAL LABS, INC., San Francisco, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06F 16/34 (2019.01); G06N 3/08 (2006.01); G06F 16/906 (2019.01); G06N 3/04 (2006.01);
U.S. Cl.
CPC ...
G06F 16/345 (2019.01); G06F 16/906 (2019.01); G06N 3/0472 (2013.01); G06N 3/08 (2013.01);
Abstract

Embodiments disclose a method for automatic summarization of content. The method includes accessing a plurality of stories from a plurality of data sources for a predefined time. Each story is associated with a media item. The method includes plotting the plurality of stories over the predefined time for determining one or more peaks and extracting a set of stories from the one or more peaks. The method includes detecting one or more themes from the set of stories using LDA algorithm. Each theme is associated with a group of stories. The method further includes determining at least one subset of stories for each theme from the group of stories representing the set of stories in the one or more peaks using RBM algorithm. The method includes generating a summarized content for each user based on an associated user profile and the at least one subset of stories.


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