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From Content-based Music Emotion Recognition to Emotion Maps of Musical Pieces

von Jacek Grekow
Softcover - 9783319889689
106,99 €
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Hardcover - 9783319706085
106,99 €

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Weitere Formate

Hardcover - 9783319706085
106,99 €

Beschreibung

The problems it addresses include emotion representation, annotation of music excerpts, feature extraction, and machine learning. The book chiefly focuses on content-based analysis of music files, a system that automatically analyzes the structures of a music file and annotates the file with the perceived emotions. Further, it explores emotion detection in MIDI and audio files.

In the experiments presented here, the categorical and dimensional approaches were used, and the knowledge and expertise of music experts with a university music education were used for music file annotation. The automatic emotion detection systems constructed and described in the book make it possible to index and subsequently search through music databases according to emotion. In turn, the emotion maps of musical compositions provide valuable new insights into the distribution of emotions in music and can be used to compare that distribution in different compositions, or to conduct emotional comparisons of different interpretations of the same composition.

Details

Verlag Springer International Publishing
Ersterscheinung 04. September 2018
Maße 23.5 cm x 15.5 cm
Gewicht 242 Gramm
Format Softcover
ISBN-13 9783319889689
Auflage Softcover reprint of the original 1st ed. 2018
Seiten 138

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