Data Analytics for Social Microblogging Platforms

Soumi Dutta, Asit Kumar Das, Saptarshi Ghosh, Debabrata Samanta

• Publisher: Academic Press
• Year: 2022
• Print ISBN: 9780323917858
• eBook ISBN: 9780323972307
• Topic: Computer Science
• Subtopic: Artificial Intelligence (AI) & Semantics
• Index: Computer Science

Data Analysis for Social Microblogging Platforms explores the nature of microblog datasets, also covering the larger field which focuses on information, data and knowledge in the context of natural language processing. The book investigates a range of significant computational techniques which enable data and computer scientists to recognize patterns in these vast datasets, including machine learning, data mining algorithms, rough set and fuzzy set theory, evolutionary computations, combinatorial pattern matching, clustering, summarization and classification. Chapters focus on basic online micro blogging data analysis research methodologies, community detection, summarization application development, performance evaluation and their applications in big data. - Investigates various methodologies and algorithms for data summarization, clustering and classification - Covers both theory and practical applications from around the world, across all related disciplines of Intelligent Information Filtering and Organization Systems - Explores different challenges and issues related to spam filtering, attribute selection, and classification for large datasets

Table of contents

• Data Analytics for Social Microblogging Platforms
• Chapter 1 Introduction to microblogging sites
• Chapter 2 Literature review on data analytics for social microblogging platforms
• Chapter 3 Data collection using Twitter API
• Chapter 4 Attribute selection to improve spam classification
• Chapter 5 Ensemble summarization algorithms for microblog summarization
• Chapter 6 Graph-based clustering technique for microblog clustering
• Chapter 7 Genetic algorithm-based microblog clustering technique
• Chapter 8 Feature selection-based microblog clustering technique
• Chapter 9 Dimensionality reduction techniques in microblog clustering models
• Chapter 10 Conclusion and future directions
• Index