<abstract xmlns="http://www.w3.org/1999/xhtml"><p>We propose a text classification method for the purpose of creating a language model for automatic recognition of spontaneous spoken speech. Transcripts from our departmental speech database served as spontaneous spoken texts. Using supervised machine learning methods, we have created multiple classification models (including neural networks), that were able to distinguish them from written texts with high accuracy. We subsequently verified the accuracy of our trained models on a database of texts containing direct speech extracted from newspaper articles.</p></abstract>

We propose a text classification method for the purpose of creating a language model for automatic recognition of spontaneous spoken speech. Transcripts from our departmental speech database served as spontaneous spoken texts. Using supervised machine learning methods, we have created multiple classification models (including neural networks), that were able to distinguish them from written texts with high accuracy. We subsequently verified the accuracy of our trained models on a database of texts containing direct speech extracted from newspaper articles.

Identification of Spontaneous Spoken Texts in Slovak

Journal of Linguistics/Jazykovedný casopis

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

{"article-title":"Identification of Spontaneous Spoken Texts in Slovak"}

We propose a text classification method for the purpose of creating a language model for automatic recognition of spontaneous spoken speech. Transcripts from...

Identification of Spontaneous Spoken Texts in Slovak

Published Online: Dec 21, 2019

Page range: 481 - 490

DOI: https://doi.org/10.2478/jazcas-2019-0076

Keywords
spontaneous speech, text classification, supervised machine learning, neural networks, Slovak language

© 2019 Róbert Sabo et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Identification of Spontaneous Spoken Texts in Slovak

Published Online: Dec 21, 2019

Page range: 481 - 490

DOI: https://doi.org/10.2478/jazcas-2019-0076

Keywordsspontaneous speech, text classification, supervised machine learning, neural networks, Slovak language

© 2019 Róbert Sabo et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

Keywords
spontaneous speech, text classification, supervised machine learning, neural networks, Slovak language