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US Patent 10380649 System and method for logistic matrix factorization of implicit feedback data, and application to media environments

Patent 10380649 was granted and assigned to Spotify on August, 2019 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent
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Patent attributes

Patent Applicant
Spotify
Spotify
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Current Assignee
Spotify
Spotify
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
103806490
Patent Inventor Names
Christopher Johnson0
Date of Patent
August 13, 2019
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Patent Application Number
146372090
Date Filed
March 3, 2015
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Patent Citations Received
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US Patent 12137148 System and method for estimating a long-term effect in the presence of unobserved confounding
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US Patent 11776518 Automated music composition and generation system employing virtual musical instrument libraries for producing notes contained in the digital pieces of automatically composed music
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US Patent 11430418 Automatically managing the musical tastes and preferences of system users based on user feedback and autonomous analysis of music automatically composed and generated by an automated music composition and generation system
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US Patent 11430419 Automatically managing the musical tastes and preferences of a population of users requesting digital pieces of music automatically composed and generated by an automated music composition and generation system
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US Patent 11468871 Automated music composition and generation system employing an instrument selector for automatically selecting virtual instruments from a library of virtual instruments to perform the notes of the composed piece of digital music
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US Patent 10672371 Method of and system for spotting digital media objects and event markers using musical experience descriptors to characterize digital music to be automatically composed and generated by an automated music composition and generation engine
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US Patent 10854180 Method of and system for controlling the qualities of musical energy embodied in and expressed by digital music to be automatically composed and generated by an automated music composition and generation engine
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US Patent 10964299 Method of and system for automatically generating digital performances of music compositions using notes selected from virtual musical instruments based on the music-theoretic states of the music compositions
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Patent Primary Examiner
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Scott A. Waldron
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Patent 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.

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