Methods, systems, and media for music classification
First Claim
1. A computer-implemented method of organizing a collection of songs, in a computer system having a processor and memory, the method comprising:
- receiving by the processor a selection of at least one seed song;
storing the selection of the at least one seed song to the memory;
receiving by the processor a label selection for at least one unlabeled song in the collection of songs;
training by the processor a support vector machine based at least in part on the at least one seed song and the label selection;
classifying by the processor a first song in the collection of songs using the support vector machine;
generating by the processor a playlist including the classified song; and
outputting the playlist to a user.
2 Assignments
0 Petitions
Accused Products
Abstract
Methods, systems, and media are provided for classifying digital music. In some embodiments, methods of classifying a song are provided that include: receiving a selection of at least one seed song; receiving a label selection for at least one unlabeled song; training a support vector machine based on the at least one seed song and the label selection; and classifying a song using the support vector machine. In some embodiments, systems for classifying a song are provided that include: memory for storing at least one seed song, at least one unlabeled song, and a song; and a processor that: receives a selection of the at least one seed song; receives a label selection for the at least one unlabeled song; trains a support vector machine based on the at least one seed song and the label selection; and classifies the song using the support vector machine.
44 Citations
51 Claims
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1. A computer-implemented method of organizing a collection of songs, in a computer system having a processor and memory, the method comprising:
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receiving by the processor a selection of at least one seed song; storing the selection of the at least one seed song to the memory; receiving by the processor a label selection for at least one unlabeled song in the collection of songs; training by the processor a support vector machine based at least in part on the at least one seed song and the label selection; classifying by the processor a first song in the collection of songs using the support vector machine; generating by the processor a playlist including the classified song; and outputting the playlist to a user. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
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11. A computer system for organizing a collection of songs, comprising:
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memory for storing at least one seed song and the collection of a songs; and a processor that; receives a selection of the at least one seed song; receives a label selection for the at least one unlabeled song in the collection of songs; trains a support vector machine based at least in part on the at least one seed song and the label selection; classifies a first song in the collection of songs using the support vector machine; generates a playlist including the classified song; and outputs the playlist to a user. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18, 19, 20)
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21. A computer-readable medium containing computer-executable instructions that, when executed by a computer, cause the computer to perform a method for organizing a collection of songs, the method comprising:
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receiving by a processor a selection of at least one seed song; storing by the processor the selection of at least one seed song to a memory; receiving by the processor a label selection for at least one unlabeled song in the collection of songs; training by the processor a support vector machine to based at least in part on the at least one seed song and the label selection; classifying by the processor a first song in the collection of songs using the support vector machine; generating by the processor a playlist including the classified song; and outputting by the processor the playlist to a user. - View Dependent Claims (22, 23, 24, 25, 26, 27, 28, 29, 30)
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31. A computer-implemented method of organizing a collection of songs, in a computer system having a processor and memory, the method comprising:
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receiving by the processor a selection of at least one seed song; storing by the processor the selection of at least one seed song to a memory; receiving by the processor a label selection for at least one unlabeled song in the collection of songs; training by the processor a support vector machine based at least in part on the at least one seed song stored in the memory and the label selection; classifying by the processor a first song in the collection of songs using the support vector machine; and outputting by the processor the first song to a user in response to a search performed by the user. - View Dependent Claims (32, 33, 34, 35, 36, 37)
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38. A computer system for organizing a collection of songs, comprising:
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memory for storing at least one seed song, and the collection of songs; and a processor that; receives a selection of the at least one seed song; receives a label selection for the at least one unlabeled song in the collection of songs; trains a support vector machine based at least in part on the at least one seed song and the label selection; determines a classification for a first song using the support vector machine; and outputs the first song to a user in response to a search performed by the user. - View Dependent Claims (39, 40, 41, 42, 43, 44)
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45. A computer-readable medium containing computer-executable instructions that, when executed by a computer, cause the computer to perform a method for organizing a collection of songs, the method comprising:
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receiving by a processor a selection of at least one seed song; storing by the processor the selection of at least one seed song to a memory; receiving by the processor a label selection for at least one unlabeled song in the collection of songs; training by the processor a support vector machine to based at least in part on the at least one seed song and the label selection; classifying by the processor a first song in the collection of songs using the support vector machine; and outputting by the processor the first song to a user in response to a search performed by the user. - View Dependent Claims (46, 47, 48, 49, 50, 51)
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Specification