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
Link To Document :
بازگشت