DocumentCode :
672854
Title :
Syntax based prosody modeling using HMM for Bahasa Indonesia
Author :
Putra Negara, Arif Bijaksana ; Arman, Arry Ahkmad
Author_Institution :
Sekolah Teknik Elektro dan Informatika, Inst. Teknol. Bandung, Bandung, Indonesia
fYear :
2013
fDate :
25-27 Nov. 2013
Firstpage :
1
Lastpage :
4
Abstract :
This paper describes how to generate prosody of Indonesian sentences text to speech synthesis with a small corpus using hidden Markov model (HMM). Corpus contains PoS types and phrase categories types that represent text sentence syntax, as well as the type of pitch curve that represents the pattern of speech intonation. Learning process is carried out to obtain the probability of transition and emissions, where the hidden state input is a type of pitch curve pattern, and the state observation is the type of PoS and the type of syntax phrase categories. Text input sentences are syntactically parsed by chunking parser. HMM to predict the type of pitch curve patterns based on the output of chunking parser. Prosody generation is done by a certain rule that processes text input sentence, PoS type, phrase syntax categories type, and pitch curve pattern predict. Prosody generation using diphone concatenation with Indonesian diphone database.
Keywords :
hidden Markov models; natural language processing; probability; speech synthesis; Bahasa Indonesia language; HMM; Indonesian diphone database; Indonesian sentence text to speech synthesis; PoS types; chunk parser; corpus; diphone concatenation; emission probability; hidden Markov model; hidden state input; learning process; phrase category types; pitch curve pattern type prediction; prosody generation; speech intonation pattern representation; state observation; syntactically parsed text input sentences; syntax phrase categories; syntax-based prosody modeling; text sentence syntax representation; transition probability; Equations; Hidden Markov models; Mathematical model; Speech; Speech synthesis; Syntactics; Tagging; Hidden Markov Model; corpus; phrase; pitch curve; prosody; sintax; teks-to-speech;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference
Conference_Location :
Gurgaon
Type :
conf
DOI :
10.1109/ICSDA.2013.6709879
Filename :
6709879
Link To Document :
بازگشت