Data analytics for social microblogging platforms. (2022)

• Record Type: Book
• Further Information: Note: Soumi Dutta, Asit Kumar Das, Saptarshi Ghosh, Debabrata Samanta.
• Authors: Dutta, Soumi, 1986-; Dāsa, Asita Kumāra; Ghosh, Saptarshi; Samanta, Debabrata, 1987-
• Contents: Section 1: Introduction of Intelligent Information Filtering and Organisation Systems for Social Microblogging Sites ; 1. Introduction to Microblogging Sites; 2. Data structures and data storage; 3. Data Collection using Twitter API; ; Section 2: Microblogging dataset Applications and Implications ; 4. Brief overview of existing algorithms and Applications; Attribute Selection Methods - Filter Method, Wrapper Method, Other attribute selection algorithms; 5. Spam detection - Spam detection in OSM - Attribute selection for spam detection; 6. Summarization - Automatic Document Summarization, Summarization of microblogs, Comparing algorithms for microblog summarization, Summarization Validation; 7. Cluster Analysis, Clustering Algorithms, Partition based Clustering, Hierarchical Clustering, Density-based Clustering, Graph clustering algorithms, Cluster Validation Indices, Clustering in Online Social Microblogging Sites; ; Section 3: Attribute Selection to Improve Spam Classification ; 8. Introduction of Attribute Selection to Improve Spam Classification; 9. Attribute Selection Based in Basics of Rough Set Theory and Attribute selection algorithm; 10. Experimental Dataset Description; 11. Evaluating performance and Evaluation measures; 12. Fake news, scams, recruiting by terrorist or criminal organizations; ; Section 4: Microblog Summarization ; 13. Introduction of Microblog Summarization; 14. Base summarization algorithms; 15. Unsupervised ensemble summarization approach; 16. Supervised ensemble summarisation approach; 17. Experiments and results and Performance analysis; 18. Demonstrating summarization examples; ; Section 5: Microblog Clustering ; 19. Introduction of Microblog Clustering; Experimental Dataset - will be posted on Mendeley and link included at end of Chapter 19; 20. Graph Based Clustering Technique; 21. Genetic Algorithm based Clustering; 22. Clustering based on Feature Selection; 23. Clustering Microblogs using Dimensionality Reduction; 24. Evaluating performance and result Analysis; ; Section 6: Conclusion and Future Directions on Social Microblogging Sites
• Publisher Details: Amsterdam : Academic Press
• Publication Date: 2022
• Extent: 1 online resource
• Subjects: 006.752; Microblogs -- Data processing
• Languages: English
• ISBNs: 9780323972307
• Related ISBNs: 9780323917858
• Notes: Note: Description based on CIP data; resource not viewed.
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