Emotions Detection in Music Lyrics: Using Machine Learning and Keyword-Based Approaches - Couverture souple

Malheiro, Ricardo

 
9786202188548: Emotions Detection in Music Lyrics: Using Machine Learning and Keyword-Based Approaches
Couverture souple
ISBN 10 : 6202188545 ISBN 13 : 9786202188548
Editeur : Novas Edições Acadêmicas, 2018

Synopsis

Search of music through emotions is one of the main criteria utilized by users on Internet. Real-world music databases from sites like AllMusic or Last.fm grow larger and larger on a daily basis, which requires a tremendous amount of manual work for keeping them updated. As manual annotation with emotion tags is an expensive time-consuming task, we need automatic Music Emotion Recognition systems (MER). This book is focused on the task of automatic detection of emotions in music lyrics and in the importance of the different music dimensions (e.g., audio, lyrics) for the task of detection of emotions in music. In this book, different emotion detection approaches are analyzed and a new system is proposed. Topics such as relation between music features and emotions and music emotion variation detection are covered, as well as, identification of the most important music features to each emotion. This analysis contributes to unify the current efforts in this area. It should be particularly useful to researchers working in MER in general and in detection of emotions in music lyrics or general text in particular and as support to (under)graduate courses related to these topics.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Novas Edições Acadêmicas
Date d'édition
2018
Langue
anglais
ISBN 10 
6202188545
ISBN 13 
9786202188548
Reliure
Broché
Nombre de pages
216
Coordonnées du fabricant
non disponible
Personne responsable
non disponible