Understanding dialogue: sentiment and topic analysis of dialogue transcripts

Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2013. === Cataloged from PDF version of thesis. === Includes bibliographical references (pages 52-53). === The field of natural language processing has had success in analyzing sentimen...

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Main Author: Muralidhar, Anjali
Other Authors: Catherine Havasi.
Format: Others
Language:English
Published: Massachusetts Institute of Technology 2014
Subjects:
Online Access:http://hdl.handle.net/1721.1/85449
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spelling ndltd-MIT-oai-dspace.mit.edu-1721.1-854492019-05-02T15:51:19Z Understanding dialogue: sentiment and topic analysis of dialogue transcripts Sentiment and topic analysis of dialogue transcripts Muralidhar, Anjali Catherine Havasi. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science. Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science. Electrical Engineering and Computer Science. Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2013. Cataloged from PDF version of thesis. Includes bibliographical references (pages 52-53). The field of natural language processing has had success in analyzing sentiment and topics on written text, but similar analysis on dialogue is more difficult due to the fragmented and informal nature of speech. This work explores sentiment and topic analysis on data from the Switchboard dialogue corpus, as well as a dataset of recorded dialogues between parents and children while reading an interactive e-book. The goal was to be able to identify the emotion and mood of the dialogue in order to make inferences about what parents and children generally talk about when reading the book because conversations between an adult and child while reading a book can greatly contribute to the learning and development of young children. by Anjali Muralidhar. M. Eng. 2014-03-06T15:42:48Z 2014-03-06T15:42:48Z 2013 2013 Thesis http://hdl.handle.net/1721.1/85449 870967126 eng M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission. http://dspace.mit.edu/handle/1721.1/7582 53 pages application/pdf Massachusetts Institute of Technology
collection NDLTD
language English
format Others
sources NDLTD
topic Electrical Engineering and Computer Science.
spellingShingle Electrical Engineering and Computer Science.
Muralidhar, Anjali
Understanding dialogue: sentiment and topic analysis of dialogue transcripts
description Thesis: M. Eng., Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science, 2013. === Cataloged from PDF version of thesis. === Includes bibliographical references (pages 52-53). === The field of natural language processing has had success in analyzing sentiment and topics on written text, but similar analysis on dialogue is more difficult due to the fragmented and informal nature of speech. This work explores sentiment and topic analysis on data from the Switchboard dialogue corpus, as well as a dataset of recorded dialogues between parents and children while reading an interactive e-book. The goal was to be able to identify the emotion and mood of the dialogue in order to make inferences about what parents and children generally talk about when reading the book because conversations between an adult and child while reading a book can greatly contribute to the learning and development of young children. === by Anjali Muralidhar. === M. Eng.
author2 Catherine Havasi.
author_facet Catherine Havasi.
Muralidhar, Anjali
author Muralidhar, Anjali
author_sort Muralidhar, Anjali
title Understanding dialogue: sentiment and topic analysis of dialogue transcripts
title_short Understanding dialogue: sentiment and topic analysis of dialogue transcripts
title_full Understanding dialogue: sentiment and topic analysis of dialogue transcripts
title_fullStr Understanding dialogue: sentiment and topic analysis of dialogue transcripts
title_full_unstemmed Understanding dialogue: sentiment and topic analysis of dialogue transcripts
title_sort understanding dialogue: sentiment and topic analysis of dialogue transcripts
publisher Massachusetts Institute of Technology
publishDate 2014
url http://hdl.handle.net/1721.1/85449
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