Detection of emotional expressions in speech

被引:4
|
作者
Julia, Fatema N. [1 ]
Iftekharuddin, Khan M. [1 ]
机构
[1] Univ Memphis, Dept Elect & Comp Engn, Memphis, TN 38152 USA
关键词
D O I
10.1109/second.2006.1629369
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper provides a survey literature survey on the emotion recognition in spoken dialogs and proposes an implementation of such a system using acoustic features. The data corpus contains 322 utterances expressing four emotions such as happy, angry, sad, and fear. 50% of the total data is used for training while the other 50% is used for testing. We use 21 features extracted from our features set in our experiment. The feature vectors are normalized by using Z-score normalization. The mufti-class Support Vector machine (SVM) classifier is used for classification. The result shows that sad is classified with the highest accuracy whereas happy is classified with the least accuracy.
引用
收藏
页码:307 / 312
页数:6
相关论文
共 50 条
  • [21] Speech synthesis with various emotional expressions and speaking styles by style interpolation and morphing
    Tachibana, M
    Yamagishi, J
    Masuko, T
    Kobayashi, T
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2005, E88D (11): : 2484 - 2491
  • [22] Enhanced Detection of Emotional Facial Expressions in Borderline Personality Disorder
    Schulze, Lars
    Domes, Gregor
    Koeppen, Duerken
    Herpertz, Sabine C.
    PSYCHOPATHOLOGY, 2013, 46 (04) : 217 - 224
  • [23] Acoustic modeling of speaking styles and emotional expressions in HMM-based speech synthesis
    Yamagishi, J
    Onishi, K
    Masuko, T
    Kobayashi, T
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2005, E88D (03): : 502 - 509
  • [24] Model architectures to extrapolate emotional expressions in DNN-based text-to-speech
    Inoue, Katsuki
    Hara, Sunao
    Abe, Masanobu
    Hojo, Nobukatsu
    Ijima, Yusuke
    SPEECH COMMUNICATION, 2021, 126 : 35 - 43
  • [25] On the detection of emotional facial expressions: Are girls really better than boys?
    LoBue, Vanessa
    DeLoache, Judy S.
    BEHAVIORAL AND BRAIN SCIENCES, 2009, 32 (05) : 397 - +
  • [26] Detection and recognition of emotional expressions: Effects of traits of personality disorder and gender
    Snowden, Robert J.
    Craig, Rebecca
    Gray, Nicola S.
    PERSONALITY AND INDIVIDUAL DIFFERENCES, 2013, 54 (02) : 158 - 163
  • [27] Unobtrusive multimodal emotion detection in adaptive interfaces: Speech and facial expressions
    Truong, Khiet P.
    van Leeuwen, David A.
    Neerincx, Mark A.
    FOUNDATIONS OF AUGMENTED COGNITION, PROCEEDINGS, 2007, 4565 : 354 - +
  • [28] Towards automatic detection of emotional messages from human speech
    Kostov, V
    Fukuda, S
    Beric, A
    INTELLIGENT AUTONOMOUS SYSTEMS 6, 2000, : 347 - 354
  • [29] COMPARISON OF GLOTTAL CLOSURE INSTANTS DETECTION ALGORITHMS FOR EMOTIONAL SPEECH
    Kadiri, Sudarsana Reddy
    Alku, Paavo
    Yegnanarayana, B.
    2020 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2020, : 7379 - 7383
  • [30] Hate Speech on Twitter: A Pragmatic Approach to Collect Hateful and Offensive Expressions and Perform Hate Speech Detection
    Watanabe, Hajime
    Bouazizi, Mondher
    Ohtsuki, Tomoaki
    IEEE ACCESS, 2018, 6 : 13825 - 13835