Skip to Main Content
Conversational Artificial Intelligence
book

Conversational Artificial Intelligence

by Romil Rawat, Rajesh Kumar Chakrawarti, Sanjaya Kumar Sarangi, Anand Rajavat, Mary Sowjanya Alamanda, Kotagiri Srividya, K. Sakthidasan Sankaran
March 2024
Intermediate to advanced content levelIntermediate to advanced
800 pages
28h 48m
English
Wiley-Scrivener
Content preview from Conversational Artificial Intelligence

4Unsupervised BERT-Based Granular Sentiment Analysis of Literary Work

N. Shyamala Devi* and K. Sharmila

Department of Computer Science, Vels Institute of Science, Technology & Advanced Studies, Chennai, India

Abstract

Data mining is an important domain that is essential to many industries irrespective of the information they hold. However, modern times entail the need to extract relevant information from immense volumes of data that may be unstructured or structured. Sentiment analysis is a subfield of the mining process and involves the extraction of the perspectives established from individuals or collective entities. The existing methodologies have highlighted various classifiers and combinational processing methods to analyze the sentiments of different platforms. Nonetheless, the proposed methodology pivots to identify the sentiment on the literary work of Shakespeare. The play Hamlet is a popular piece of study, and the extraction of relative sentiments involved is accomplished through natural language processing methods. The sentiments identified in the dialogues of the play are recognized through fine-grained text analysis and implemented through a sequence of phases to preprocess, extract, and vectorize the features involved. An unsupervised training and classification method through the BERT machine learning is then applied to the literary work to label and further classify the data into sectorized clusters.

Keywords: Natural language processing (NLP), BERT, vectorize, ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

Conversational AI

Conversational AI

Andrew Freed
Causal Artificial Intelligence

Causal Artificial Intelligence

Judith S. Hurwitz, John K. Thompson
Conversational AI with Rasa

Conversational AI with Rasa

Xiaoquan Kong, Guan Wang
Artificial Intelligence For Dummies, 2nd Edition

Artificial Intelligence For Dummies, 2nd Edition

John Paul Mueller, Luca Massaron

Publisher Resources

ISBN: 9781394200566Purchase Link