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» A taxonomy of musical genres
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DMIN
2006
164views Data Mining» more  DMIN 2006»
13 years 11 months ago
Random Forest and PCA for Self-Organizing Maps based Automatic Music Genre Discrimination
Digital music distribution industry has seen a tremendous growth in resent years. Tasks such us automatic music genre discrimination address new and exciting research challenges. A...
Xin Jin, Rongfang Bie
ISMIR
2005
Springer
126views Music» more  ISMIR 2005»
14 years 3 months ago
Novelty Detection Based on Spectral Similarity of Songs
We are introducing novelty detection, i.e. the automatic identification of new or unknown data not covered by the training data, to the field of music information retrieval. Two...
Arthur Flexer, Elias Pampalk, Gerhard Widmer
ICPR
2010
IEEE
14 years 2 months ago
Selection of Training Instances for Music Genre Classification
In this paper we present a method for the selection of training instances based on the classification accuracy of a SVM classifier. The instances consist of feature vectors repres...
Miguel Lopes, Fabien Gouyon, Alessandro Koerich, L...
ISMIR
2004
Springer
132views Music» more  ISMIR 2004»
14 years 3 months ago
Classification of musical genre: a machine learning approach
In this paper, we investigate the impact of machine learning algorithms in the development of automatic music classification models aiming to capture genres distinctions. The stu...
Roberto Basili, Alfredo Serafini, Armando Stellato
ICMCS
2005
IEEE
118views Multimedia» more  ICMCS 2005»
14 years 3 months ago
Perceptual Visualization of a Music Collection
Music visualization provides users with a new interface to browse, search, and navigate their personal digital music collection. Although there are several previous works on visua...
Jiajun Zhu, Lie Lu