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Computational Intelligence Applications for Text and Sentiment Data Analysis - Hybrid Computational Intelligence for Pattern Analysis and Understanding Dipankar Das
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Computational Intelligence Applications for Text and Sentiment Data Analysis - Hybrid Computational Intelligence for Pattern Analysis and Understanding
Dipankar Das
Computational Intelligence Applications for Text and Sentiment Data Analysis explores the most recent advances in text information processing and data analysis technologies, specifically focusing on sentiment analysis from multifaceted data. The book investigates a wide range of challenges involved in the accurate analysis of online sentiments, including how to i) identify subjective information from text, i.e., exclusion of 'neutral' or 'factual' comments that do not carry sentiment information, ii) identify sentiment polarity, and iii) domain dependency. Spam and fake news detection, short abbreviation, sarcasm, word negation, and a lot of word ambiguity are also explored.
Further chapters look at the difficult process of extracting sentiment from different multimodal information (audio, video and text), semantic concepts. In each chapter, the book's authors explore how computational intelligence (CI) techniques, such as deep learning, convolutional neural network, fuzzy and rough set, global optimizers, and hybrid machine learning techniques play an important role in solving the inherent problems of sentiment analysis applications.
350 pages
| Media | Böcker Pocketbok (Bok med mjukt omslag och limmad rygg) |
| Releasedatum | 20 juli 2023 |
| ISBN13 | 9780323905350 |
| Utgivare | Elsevier Science & Technology |
| Antal sidor | 270 |
| Mått | 230 × 151 × 27 mm · 436 g |
| Språk | Engelska |
| Redaktör | Basu, Abhishek (Assistant Professor and Faculty in Charge (Academics), RCC Institute of Information Technology, Kolkata, India) |
| Redaktör | Das, Dipankar (Assistant Professor, Computer Science and Engineering Department, Jadavpur University, and Visveswaraya Young Faculty, Ministry of Electronics and Information Technology (MeitY), Government of India) |
| Redaktör | Kolya, Anup Kumar (Assistant Professor, RCC Institute of Information Technology, Kolkata, India) |
| Redaktör | Sarkar, Soham (Assistant Professor, Department of Electronics and Communication Engineering, RCC Institute of Information Technology, Kolkata, India) |
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