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

Author:   Jacek Grekow
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2018
Volume:   747
ISBN:  

9783319706085


Pages:   138
Publication Date:   23 November 2017
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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From Content-based Music Emotion Recognition to Emotion Maps of Musical Pieces


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Overview

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.

Full Product Details

Author:   Jacek Grekow
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2018
Volume:   747
Weight:   3.554kg
ISBN:  

9783319706085


ISBN 10:   331970608
Pages:   138
Publication Date:   23 November 2017
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Introduction.- Representations of Emotions.- Human Annotation.- MIDI Features.- Hierarchical Emotion Detection in MIDI Files.

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