• DocumentCode
    152856
  • Title

    Protocol and baseline for experiments on Bogazici University Turkish emotional speech corpus

  • Author

    Kaya, Heysem ; Salah, Albert Ali ; Gurgen, Sadik Fikret ; Ekenel, Hazim

  • Author_Institution
    Bilgisayar Muhendisligi Bolumu, Bogazici Univ., Istanbul, Turkey
  • fYear
    2014
  • fDate
    23-25 April 2014
  • Firstpage
    1698
  • Lastpage
    1701
  • Abstract
    This study aims at presenting an emotional corpus collected at Boğaziçi University / Electrical and Electronics Department, on which no previous signal processing and machine learning study was done for classification purposes. It also aims at providing the protocol for further experiments on this corpus. The emotional corpus consists of 484 speech utterances from 11 amateur actors acting 11 emotionally undefined sentences with 4 emotions using Stanislavsky effect. In-line with the state-of-the-art method in the field, functionals were passed over the Low Level Descriptors of the signal to obtain fixed length feature vectors. For this purpose, the openSMILE feature extractor was used with the baseline feature set from the INTERSPEECH 2013 Computational Paralinguistics Challenge. The training, validation and testing partitions are defined on the corpus. The baseline results obtained using Support Vector Machines and Random Forests are presented.
  • Keywords
    learning (artificial intelligence); speech processing; support vector machines; Bogazici University Turkish emotional speech corpus; INTERSPEECH 2013 Computational Paralinguistics Challenge; baseline feature set; fixed length feature vectors; low level descriptors; openSMILE feature extractor; random forests; support vector machines; testing partitions; training partitions; validation partitions; Analysis of variance; Conferences; Feature extraction; Hidden Markov models; Signal processing; Speech; Visualization; Computational Paralinguistics; Emotional Speech Corpus; Human-Computer Interaction; Speech Emotion Recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications Applications Conference (SIU), 2014 22nd
  • Conference_Location
    Trabzon
  • Type

    conf

  • DOI
    10.1109/SIU.2014.6830575
  • Filename
    6830575