Submitted to the ISCA Workshop on Speech and Emotions , Belfast , 2000 MODELING DRIVERS ' SPEECH UNDER STRESSRaul

نویسندگان

  • Raul Fernandez
  • Rosalind W. Picard
چکیده

In this paper we explore the use of features derived from multiresolution analysis of speech and the Teager Energy Operator for classiication of drivers' speech under stressed conditions. We apply this set of features to a database of short speech utterances to create user-dependent discriminants of four stress categories. In addition we address the problem of choosing a suitable temporal scale for representing categorical diierences of the data. This leads to two sets of modeling techniques. In the rst approach, we model the dynamics of the feature set within the utterance with a family of dynamic classiiers. In the second approach, we model the mean value of the features across the utterance with a family of static classiiers. We report and compare clas-siication performances on the sparser and full dynamic representations for a set of four subjects.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

9th ISCA Workshop on Speech Synthesis

s 10 Keynote Session 1 . . . . . . . . . . . . . . . . . . . . . . . . . . . 11 Oral Session 1: Prosody. . . . . . . . . . . . . . . . . . . . . . . . . 12 Poster Session 1 . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 Keynote Session 2 . . . . . . . . . . . . . . . . . . . . . . . . . . . 24 Oral Session 2: Deep Learning in Speech Synthesis . . . . . . . . . 25 Demo Session . . . ...

متن کامل

The Effects of Culture and Gender on the Recognition of Emotional Speech: Evidence from Persian Speakers Living in a Collectivist Society

This paper reports on a behavioral study that explores the role of culture and gender in the recognition of emotional speech in an under investigated cultural context (a collectivist society: i.e., Iran). Participants were asked to recognize the emotional prosody of a set of validated emotional vocal portrayals (including the five basic emotions). Findings of the experiment were then comp...

متن کامل

An Acoustic Study of Emotivity-Prosody Interface in Persian Speech Using the Tilt Model

This paper aims to explore some acoustic properties (i.e. duration and pitch amplitude of speech) associated with three different emotions: anger, sadness and joy against neutrality as a reference point, all being intentionally expressed by six Persian speakers. The primary purpose of this study is to find out if there is any correspondence between the given emotions and prosody patterning in P...

متن کامل

On the Relationship between Emotional Intelligence and Directive Speech Acts Preference

Language and emotion are two related systems in use, in that one system (emotions) impacts the performance of the other (language). Both of them share their functionality in communication. Since the nature of foreign language classrooms is ideally interactional, emotional intelligence (EI) gains importance. The aim of this study was to find out whether one's total emotional quotient and its com...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2000