Analytic research on the time-varying ingredients of emotion evoked by the sound of music

Stone Cheng, Wei Ting Wu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

The researches of music emotion recognition usually provide a general emotion classification on the entire scope of music signal and conclude the music- Aroused human emotion. This study presents an approach for analyzing the ingredient of emotions aroused by the music signals. The proposed system integrated variety of emotion models, including two-dimensional emotion space and category type. The model is consisted of four quadrants: Contentment, Depression, Anxious, and Exuberance. Training process for emotion recognition is preceded in a variety of features by 192 music clips to build emotional classification model between each other in order to construct two dimensional analyses of the emotive states. Eleven features are extracted into music and audio categories. Each feature used different length of frame for analysis. The study demarcates the boundaries of four emotions in the emotion plane by support vector machine (SVM) as classification algorithm, and draws the variation of emotion ingredients evoked by musical signals. Furthermore, a questionnaire survey is conducted to compare the results from proposed system analysis the actual listener experience. Preliminary evaluations indicate that the proposed algorithms produce results agreed approximately.

Original languageEnglish
Title of host publication42nd International Congress and Exposition on Noise Control Engineering 2013, INTER-NOISE 2013
Subtitle of host publicationNoise Control for Quality of Life
PublisherOAL-Osterreichischer Arbeitsring fur Larmbekampfung
Pages5546-5551
Number of pages6
ISBN (Print)9781632662675
StatePublished - 1 Jan 2013
Event42nd International Congress and Exposition on Noise Control Engineering 2013: Noise Control for Quality of Life, INTER-NOISE 2013 - Innsbruck, Austria
Duration: 15 Sep 201318 Sep 2013

Publication series

Name42nd International Congress and Exposition on Noise Control Engineering 2013, INTER-NOISE 2013: Noise Control for Quality of Life
Volume7

Conference

Conference42nd International Congress and Exposition on Noise Control Engineering 2013: Noise Control for Quality of Life, INTER-NOISE 2013
CountryAustria
CityInnsbruck
Period15/09/1318/09/13

Keywords

  • Measurement
  • Noise
  • Vibration

Fingerprint Dive into the research topics of 'Analytic research on the time-varying ingredients of emotion evoked by the sound of music'. Together they form a unique fingerprint.

Cite this