title: ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÑÑÐ°Ð·Ð¾Ð¹ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸ Ð² Ð°Ð½Ð³Ð»Ð¸Ð¹ÑÐºÐ¾Ð¹ ÑÐµÑÐ¸
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Automatic classification of phrasal intonation in English speech
Creators: name: ÐÐµÐ·ÑÑÐºÐ¾Ð²Ð°, Ð®Ð»Ð¸Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2020
Subjects: ÑÑÐ°Ð·Ð¾Ð²Ð°Ñ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ñ
Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ
ÑÐ¾Ð½ ÑÐµÑÐ¸
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ
phrasal intonation
intonation model
tone of speech
classification

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: "ÐÐ²ÑÐ¾Ð¼Ð°ÑÐ¸ÑÐµÑÐºÐ°Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÑÑÐ°Ð·Ð¾Ð²Ð¾Ð¹ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸ Ð² Ð°Ð½Ð³Ð»Ð¸Ð¹ÑÐºÐ¾Ð¹ ÑÐµÑÐ¸". ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ ÑÐ¾Ð½Ð¾Ð² Ð² Ð°Ð½Ð³Ð»Ð¸Ð¹ÑÐºÐ¾Ð¹ ÑÐµÑÐ¸. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: Ð¸Ð·ÑÑÐµÐ½Ð¸Ðµ ÑÑÐ½ÐºÑÐ¸Ð¹ ÑÑÐ°Ð·Ð¾Ð²Ð¾Ð¹ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸; Ð°Ð½Ð°Ð»Ð¸Ð· ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ ÑÐ¸Ð¿Ð¾Ð² Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¾Ð½Ð½ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹; ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹, Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² ÑÑÐ¸Ð»ÐµÐ½Ð¸Ñ Ð¸ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÐ¾Ð² Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¼ÐµÑÐ¾Ð´Ð° Ð¾Ð¿Ð¾ÑÐ½ÑÑ Ð²ÐµÐºÑÐ¾ÑÐ¾Ð²; Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÐ° Ð´Ð»Ñ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð·Ð½Ð°ÑÐ¸Ð¼ÑÑ Ð¿Ð¾Ð´ÑÐµÐ¼Ð¾Ð² Ð¸ ÑÐ¿Ð°Ð´Ð¾Ð² Ð² ÐºÐ¾Ð½ÑÑÑÐµ Ð¾ÑÐ½Ð¾Ð²Ð½Ð¾Ð³Ð¾ ÑÐ¾Ð½Ð°.

Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ Ð½Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¸Ð·Ð½Ð°ÐºÐ¾Ð² Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð² Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð»Ð¸ÑÑ ÑÐµÑÑÑÐµÑÑÐ¾ÑÐµÑÐ½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸ Ð¸ Ð¼Ð¾Ð´ÐµÐ»Ñ TILT. ÐÐ»Ñ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÐ¾Ð² Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð»Ð¸ÑÑ ÑÑÐµÐ´ÑÑÐ²Ð°, Ð´Ð¾ÑÑÑÐ¿Ð½ÑÐµ Ð² Ð¿Ð°ÐºÐµÑÐµ Ð¿ÑÐ¸ÐºÐ»Ð°Ð´Ð½ÑÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼ Matlab. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÑÐ½ÐºÑÐ¸Ð¸ ÑÑÐ°Ð·Ð¾Ð²Ð¾Ð¹ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¸ Ð¸ Ð°ÐºÑÑÐ°Ð»ÑÐ½Ð¾ÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ ÑÐ¾Ð½Ð¾Ð² ÑÐµÑÐ¸. Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ»Ð¾ Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð¾ ÑÑÐ°Ð²Ð½ÐµÐ½Ð¸Ðµ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¾ÑÐ½Ð¾Ð²Ð½ÑÑ ÑÐ¾Ð½Ð¾Ð² Ð°Ð½Ð³Ð»Ð¸Ð¹ÑÐºÐ¾Ð¹ ÑÐµÑÐ¸ Ð¸ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾Ñ Ð´Ð»Ñ Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð¸Ñ Ð·Ð½Ð°ÑÐ¸Ð¼ÑÑ Ð¿Ð¾Ð´ÑÐµÐ¼Ð¾Ð² Ð¸ ÑÐ¿Ð°Ð´Ð¾Ð² Ð² ÐºÐ¾Ð½ÑÑÑÐµ Ð¾ÑÐ½Ð¾Ð²Ð½Ð¾Ð³Ð¾ ÑÐ¾Ð½Ð°. ÐÐ»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð±ÑÐ» Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½ ÐºÐ¾ÑÐ¿ÑÑ ÑÐ¿Ð¾Ð½ÑÐ°Ð½Ð½Ð¾Ð¹ Ð°Ð½Ð³Ð»Ð¸Ð¹ÑÐºÐ¾Ð¹ ÑÐµÑÐ¸ IViE.

ÐÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¾ÑÑ Ð¸ Ð¼ÐµÑÐ¾Ð´Ñ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ Ð¸Ð½ÑÐ¾Ð½Ð°ÑÐ¸Ð¾Ð½Ð½ÑÑ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹, Ð¾Ð¿Ð¸ÑÐ°Ð½Ð½ÑÐµ Ð² Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ, Ð¼Ð¾Ð³ÑÑ Ð±ÑÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ñ Ð´Ð»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð½Ð° ÑÐµÑÐµÐ²ÑÑ ÐºÐ¾ÑÐ¿ÑÑÐ°Ñ Ð±Ð¾Ð»ÑÑÐµÐ³Ð¾ ÑÐ°Ð·Ð¼ÐµÑÐ° Ñ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐ¼Ð¸ ÑÐ¸Ð¿Ð°Ð¼Ð¸ ÑÐµÑÐ¸. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÑ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ð² Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ, Ð¼Ð¾Ð³ÑÑ Ð±ÑÑÑ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ñ Ð´Ð»Ñ Ð°Ð²ÑÐ¾Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ð¸ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð¸Ñ ÑÐ¾Ð½Ð¾Ð²Ð¾Ð¹ ÑÐ°Ð·Ð¼ÐµÑÐºÐ¸ Ð´Ð»Ñ ÑÐµÑÐµÐ²ÑÑ ÐºÐ¾ÑÐ¿ÑÑÐ¾Ð².
description: The subject of the graduate qualification work is "Automatic classification of phrasal intonation in English speech." The aim of this work is to study the methods of fundamental tones classification in English speech. The research set the following goals: studying the functions of phrasal intonation; analysis of various types of intonation models; comparison of classification results using neural networks, boosting algorithms and classifiers based on the support vector machine; construction of a classifier for determining significant rises and falls in the pitch contour.

In this work, the four-point model of intonation and the TILT model were used as a set of features for classification. To construct the classifiers, the tools available in the Matlab application package were used. As a result, the functions of phrasal intonation and the relevance of the application of methods for recognizing basic tones of speech were analyzed. In the course of the work, it was made a comparison of the basic methods for classifying the basic tones of English speech. Also there was build a classifier to determine significant rises and falls in the main tone contour. For training, the corpus IViE of spontaneous English speech was used.

The classifiers and methods for constructing intonation models described in this study can be used for training on larger speech corpus with different types of speech. The results obtained in this paper can be used to automate the production of tone annotation for speech corpus.