Implications of Prosody Modeling for Prosody Recognition
نویسندگان
چکیده
This paper introduces Stem-ML, which is a model of the prosody generation process with an associated description language, and suggests how it may help prosody recognition. We applied Stem-ML modeling to three topics: the modeling of prosodic strengths, intonation types, and noun phrase patterns. Stem-ML parameters derived from )&* contours may have a more consistent relationship with prosodic events than raw ) * values. This may improve identification of accent classes, accent strengths, and intonation types.
منابع مشابه
Improving the Robustness of Prosody Dependent Language Modeling Based on Prosody Syntax Dependence
This paper presents a novel approach that improves the robustness of prosody dependent language modeling by leveraging the dependence between prosody and syntax. A prosody dependent language model describes the joint probability distribution of concurrent word and prosody sequences and can be used to provide prior language constraints in a prosody dependent speech recognizer. Robust Maximum Lik...
متن کاملProsody-Dependent Acoustic Modeling Using Variable-Parameter Hidden Markov Models
As an effort to make prosody useful in spontaneous speech recognition, we adopt a quasi-continuous prosodic annotation and accordingly design a prosody-dependent acoustic model to improve ASR performances. We propose a variable-parameter Hidden Markov Models, modeling the mean vector as a function of the prosody variable through a polynomial regression model. The prosodically-adapted acoustic m...
متن کاملProsody Modeling for Automatic Speech Recognition and Understanding
This paper summarizes statistical modeling approaches for the use of prosody (the rhythm and melody of speech) in automatic recognition and understanding of speech. We outline effective prosodic feature extraction, model architectures, and techniques to combine prosodic with lexical (word-based) information. We then survey a number of applications of the framework, and give results for automati...
متن کاملSemantic Prosody: Its Knowledge and Appropriate Selection of Equivalents
In translation, choosing appropriate equivalent is essential to convey the right message from source-text to target-text, and one of the issues that may have a determinative role in appropriate equivalent choice is the semantic prosody (SP) behavior of words and the relation existing between the SP of a word and semantic senses (i.e. negativity, positivity or neutrality) of its collocations in ...
متن کاملSemantic Prosody: Its Knowledge and Appropriate Selection of Equivalents
In translation, choosing appropriate equivalent is essential to convey the right message from source-text to target-text, and one of the issues that may have a determinative role in appropriate equivalent choice is the semantic prosody (SP) behavior of words and the relation existing between the SP of a word and semantic senses (i.e. negativity, positivity or neutrality) of its collocations in ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001