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. 07, 2024

Filed:

Jun. 08, 2023
Applicant:

Spotify Ab, Stockholm, SE;

Inventors:

James E. McInerney, Jersey City, NJ (US);

Benjamin Lacker, Brooklyn, NY (US);

Samantha Hansen, New York, NY (US);

Aloïs Gruson, New York, NY (US);

Rishabh Mehrotra, London, GB;

Hugues Bouchard, New York, NY (US);

Assignee:

Spotify AB, Stockholm, SE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/00 (2019.01); G06F 16/635 (2019.01); G06F 16/638 (2019.01); G06F 18/21 (2023.01);
U.S. Cl.
CPC ...
G06F 16/637 (2019.01); G06F 16/639 (2019.01); G06F 18/217 (2023.01);
Abstract

Methods, systems and computer program products are provided personalizing recommendations of items with associated explanations. The example embodiments described herein use contextual bandits to personalize explainable recommendations ('recsplanations') as treatments (“Bart”). Bart learns and predicts satisfaction (e.g., click-through rate, consumption probability) for any combination of item, explanation, and context and, through logging and contextual bandit retraining, can learn from its mistakes in an online setting.


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