公开(公告)号：US10454603B2

公开(公告)日：2019-10-22

申请号：US16041584

申请日：2018-07-20

Applicant: SPOTIFY AB

Inventor： Clay Gibson ,  Santiago Gil ,  Ian Anderson ,  Oguz Semerci ,  Scott Wolf ,  Margreth Mpossi

IPC: H04H60/45 ,  G06F16/435 ,  H04H60/33 ,  H04H60/40 ,  G06F16/438 ,  H04H60/31 ,  H04H60/46 ,  H04H60/66 ,  G06F16/635

Abstract: A server system accesses a listening history of a user of the media-providing service, where the user is in a demographic group. For each track of a plurality of tracks in the listening history of the user, the server system calculates a first metric based at least in part on an affinity of members of the demographic group, as compared to members of other demographic groups, for the track. The server system selects content for the user based on the first metric and provides the selected content to a client device associated with the user.

公开(公告)号：US10133545B2

公开(公告)日：2018-11-20

申请号：US15729351

申请日：2017-10-10

Applicant: SPOTIFY AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: G06F17/00 ,  G06F3/16 ,  H04L29/08 ,  H04L29/06 ,  G06F17/30 ,  H04N21/262

Abstract: A server system of a media-providing service has one or more processors and memory that stores instructions for execution by the one or more processors. The server system accesses a listening history of a user that specifies tracks consumed by the user. The tracks have respective characteristics that describe the tracks. The server system determines for the user, using the listening history, a diversity score based on variation of the characteristics across the tracks consumed by the user. The server system provides personalized content to the user based on the diversity score.

公开(公告)号：US20180248976A1

公开(公告)日：2018-08-30

申请号：US15682391

申请日：2017-08-21

Applicant: Spotify AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: H04L29/08

CPC classification number: H04L67/327 ,  G06N20/00 ,  H04L67/142 ,  H04L67/22

Abstract: A server system divides respective groups of a plurality of groups of sessions for multiple users of the media-providing service into respective pluralities of clusters. The server system tracks user interaction with a client device during a user session and identifies the user session as belonging to a first cluster of the pluralities of clusters based at least in part on the user interaction. The server system personalizes content for the user session using one or more content criteria associated with the first cluster, in accordance with identifying that the user session belongs to the first cluster.

公开(公告)号：US20240152545A1

公开(公告)日：2024-05-09

申请号：US18166419

申请日：2023-02-08

Applicant: Spotify AB

Inventor： Tony Jebara ,  Himan Abdollahpouri ,  Zahra Nazari ,  Alexander Zachary Gain ,  Maria Dimakopoulou ,  Benjamin Carterette ,  Mounia Lalmas-Roelleke ,  Clay Gibson

IPC: G06F16/483 ,  G06F16/435 ,  G06F16/901

CPC classification number: G06F16/483 ,  G06F16/437 ,  G06F16/9024

Abstract: An electronic system stores metadata for a plurality of media items, including, for each media item of the plurality of media items, at least one categorical identifier from a set of categorical identifiers. For a user of the media-providing service, the electronic system (i) determines a distribution of interests of the user with respect to the set of categorical identifiers; (ii) generates a network graph configured to represent a calibrated media item selection task, wherein the network graph represents respective relevance scores for each respective media item of the plurality of media items and the distribution of interests of the user with respect to the categorical identifiers; (iii) selects a set of media items from the plurality of media items to recommend to the user by solving for a maximum flow of the network graph; and (iv) provides the set of media items as recommendations to the user.

公开(公告)号：US11689302B2

公开(公告)日：2023-06-27

申请号：US17481548

申请日：2021-09-22

Applicant: Spotify AB

Inventor： Clay Gibson ,  Santiago Gil ,  Ian Anderson ,  Oguz Semerci ,  Scott Wolf ,  Margreth Mpossi

IPC: H04H60/45 ,  G06F16/435 ,  H04H60/33 ,  H04H60/40 ,  G06F16/438 ,  H04H60/31 ,  H04H60/66 ,  H04H60/46 ,  G06F16/635

CPC classification number: H04H60/45 ,  G06F16/435 ,  G06F16/4387 ,  G06F16/635 ,  H04H60/31 ,  H04H60/33 ,  H04H60/40 ,  H04H60/46 ,  H04H60/66 ,  H04H2201/30

Abstract: A server system accesses a profile of a user of the media-providing service. The profile indicates a demographic group of the user. For each media item of a plurality of media items, the server system determines a year associated with the media item. The server system selects content for the user based at least in part on an affinity of members of the demographic group, as compared to members of other demographic groups, for content from the year associated with the media item. The server system provides the selected content to a client device associated with the user.

公开(公告)号：US10223063B2

公开(公告)日：2019-03-05

申请号：US15696964

申请日：2017-09-06

Applicant: Spotify AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf ,  Benjamin Lacker

IPC: G06F17/30 ,  G06F3/16 ,  H04L29/08 ,  H04N21/262 ,  H04N21/24 ,  H04N21/258 ,  H04L29/06

Abstract: An electronic device is associated with a media-providing service. The electronic has one or more processors and memory storing instructions for execution by the one or more processors. For each track of a plurality of tracks consumed by a user of the media-providing service, the electronic device determines, based on a listening history of the user with the media-providing service, whether the track has previously been consumed by the user. The electronic device determines, for the user, a discovery score based on a number of the plurality of tracks determined to not have been previously consumed by the user. The electronic device provides personalized content to the user based on the discovery score.

公开(公告)号：US20180248978A1

公开(公告)日：2018-08-30

申请号：US15948211

申请日：2018-04-09

Applicant: SPOTIFY AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: H04L29/08

CPC classification number: H04L67/327 ,  H04L67/142 ,  H04L67/22 ,  H04L67/306

Abstract: An electronic device associated with a media-providing service has one or more processors and memory storing instructions for execution by the one or more processors. The electronic device accesses a listening history of a user of the media-providing service. Based at least in part on the listening history of the user, the electronic device assigns a first personality trait of a plurality of personality traits to the user. The electronic device provides personalized content to the user based on the first personality trait.

公开(公告)号：US09942356B1

公开(公告)日：2018-04-10

申请号：US15831302

申请日：2017-12-04

Applicant: SPOTIFY AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: H04L29/08

CPC classification number: H04L67/327 ,  H04L67/142 ,  H04L67/22 ,  H04L67/306

Abstract: An electronic device associated with a media-providing service has one or more processors and memory storing instructions for execution by the one or more processors. The electronic device accesses a listening history of a user of the media-providing service. Based at least in part on the listening history of the user, the electronic device assigns a first personality trait of a plurality of personality traits to the user. The electronic device provides personalized content to the user based on the first personality trait.

公开(公告)号：US09742871B1

公开(公告)日：2017-08-22

申请号：US15442587

申请日：2017-02-24

Applicant: Spotify AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: H04L29/08

CPC classification number: H04L67/327 ,  G06N99/005 ,  H04L67/142 ,  H04L67/22

Abstract: A server system sorts a plurality of sessions for multiple users of a media-providing service into a plurality of groups by applying one or more sorting rules to one or more session characteristics for the plurality of sessions. The server system divides respective groups of the plurality of groups into respective pluralities of clusters using a machine-learning algorithm. The server system tracks user interaction with a client device during a user session and identifies the user session as belonging to a first cluster of the pluralities of clusters based at least in part on the user interaction. In accordance with identifying that the user session belongs to the first cluster, the server system personalizes content for the user session using one or more content criteria associated with the first cluster.

公开(公告)号：US10798214B2

公开(公告)日：2020-10-06

申请号：US16186292

申请日：2018-11-09

Applicant: Spotify AB

Inventor： Clay Gibson ,  Will Shapiro ,  Santiago Gil ,  Ian Anderson ,  Margreth Mpossi ,  Oguz Semerci ,  Scott Wolf

IPC: H04L29/08

Abstract: An electronic device associated with a media-providing service assigns one or more characteristics of media items to at least one respective personality trait of a plurality of personality traits. The media items are provided by the media-providing service. The electronic device assigns one or more user behaviors to a first personality trait and tracks behavior of a user. The electronic device determines that a tracked behavior of the user corresponds to a first user behavior of the one or more user behaviors and assigns the first personality trait to the user based at least in part on determining that the tracked behavior of the user corresponds to the first user behavior. The electronic device provides personalized content to the user in accordance with a determination that the degree to which the tracked behavior of the user corresponds to the first user behavior satisfies a threshold.