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Social Computing with Artificial Intelligence / by Xun Liang.

2020
QA76.76.A65 S63 2020
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Title
Social Computing with Artificial Intelligence / by Xun Liang.
Edition
1st ed. 2020.
ISBN
9789811577604
9811577609
9811577595
9789811577598
DOI
https://doi.org/10.1007/978-981-15-7
Published
Singapore : Springer Singapore, 2020 ; Imprint Springer.
Language
English
Description
1 online resource (xii, 289 pages) : illustrations.
Item Number
10.1007/978-981-15-7
Call Number
QA76.76.A65 S63 2020
Dewey Decimal Classification
004
Summary
This book provides a comprehensive introduction to the application of artificial intelligence in social computing, from fundamental data processing to advanced social network computing. To broaden readers understanding of the topics addressed, it includes extensive data and a large number of charts and references, covering theories, techniques and applications. It particularly focuses on data collection, data mining, artificial intelligence algorithms in social computing, and several key applications of social computing application, and also discusses network propagation mechanisms and dynamic analysis, which provide useful insights into how information is disseminated in online social networks. This book is intended for readers with a basic knowledge of advanced mathematics and computer science.
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Print version: 9789811577598
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Chapter 1. Introduction
Chapter 2. Data Collection
Chapter 3. Data Processing Methodology
Chapter 4. Supervised and Unsupervised Learning Models
Chapter 5. State-of-the-Art Artificial Intelligence Algorithms
Chapter 6. Social Network Data Mining and Knowledge Discovery
Chapter 7. Social Network Structure Analysis and Online Community Discovery
Chapter 8. Social Network Propagation Mechanism and Online User Behavior Analysis
Chapter 9. Social Computing Application in Public Security and Emergency Management
Chapter 10. Social Computing Application in Business Decision Support
Chapter 11. Social Computing Application in Unsupervised Oracle Handwriting Recognition Based on Pic2Vec Image Content Mapping
Chapter 12. Social Computing Application in Online Crowd Behavior and Psychology.

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