The Resource Music Emotion Recognition, Yang, Yi-Hsuan

Music Emotion Recognition, Yang, Yi-Hsuan

Label
Music Emotion Recognition
Title
Music Emotion Recognition
Statement of responsibility
Yang, Yi-Hsuan
Creator
Contributor
Author
Subject
Genre
Language
  • eng
  • eng
Summary
Providing a complete review of existing work in music emotion developed in psychology and engineering, Music Emotion Recognition explains how to account for the subjective nature of emotion perception in the development of automatic music emotion recognition (MER) systems. Among the first publications dedicated to automatic MER, it begins with a comprehensive introduction to the essential aspects of MER-including background, key techniques, and applications. This ground-breaking reference examines emotion from a dimensional perspective. It defines emotions in music as points in a 2D plane in terms of two of the most fundamental emotion dimensions according to psychologists-valence and arousal. The authors present a computational framework that generalizes emotion recognition from the categorical domain to real-valued 2D space. They also: Introduce novel emotion-based music retrieval and organization methods Describe a ranking-base emotion annotation and model training method Present methods that integrate information extracted from lyrics, chord sequence, and genre metadata for improved accuracy Consider an emotion-based music retrieval system that is particularly useful for mobile devices The book details techniques for addressing the issues related to: the ambiguity and granularity of emotion description, heavy cognitive load of emotion annotation, subjectivity of emotion perception, and the semantic gap between low-level audio signal and high-level emotion perception. Complete with more than 360 useful references, 12 example MATLAB® codes, and a listing of key abbreviations and acronyms, this cutting-edge guide supplies the technical understanding and tools needed to develop your own automatic MER system based on the automatic recognition model
http://library.link/vocab/creatorName
Yang, Yi-Hsuan
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Chen, Homer
  • O'Reilly Media Company
Label
Music Emotion Recognition, Yang, Yi-Hsuan
Link
https://databases.mvlc.org/connect/oreilly?ID=9781439850466
Instantiates
Publication
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
1st edition
Extent
1 online resource (261 pages)
Form of item
online
Issuing body
Made available through: O'Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(CaSebORM)9781439850466
System details
Mode of access: World Wide Web
Label
Music Emotion Recognition, Yang, Yi-Hsuan
Link
https://databases.mvlc.org/connect/oreilly?ID=9781439850466
Publication
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
1st edition
Extent
1 online resource (261 pages)
Form of item
online
Issuing body
Made available through: O'Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
(CaSebORM)9781439850466
System details
Mode of access: World Wide Web

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