Format:
1 Online-Ressource (xii, 238 Seiten)
ISBN:
9781000644630
Content:
The book covers a large body of knowledge to help practitioners and researchers understand the problems, concepts, methods and tools involved in modern social data analytics. The book includes a wealth of material to choose from for courses in data science and analytics.
Content:
Cover -- Title Page -- Copyright Page -- Dedication -- Preface -- Table of Contents -- Foreword -- 1. Social Data Analytics: Challenges and Opportunities -- 1.1 Understanding Social Data -- 1.2 Organizing Social Data -- 1.2.1 Social Data Volume -- 1.2.2 Social Data Variety -- 1.2.3 Social Data Velocity -- 1.2.4 Social Data and Metadata -- 1.3 Curating Social Data -- 1.4 Processing Social Data -- 1.5 Summarizing Social Data -- 1.6 Storytelling with Social Data -- 1.7 Social Media Text Analytics -- 1.8 Social Image and Video Data Analytic -- 1.9 The Future of Personalization -- 1.10 Social Data Analytics Applications -- 1.11 Goals, Structure, and Organization -- 2. Organizing Social Data -- 2.1 From Data to Big Data -- 2.1.1 Big Data -- 2.1.2 NoSQL: The Need for New Database Management Systems -- 2.2 Capturing Social Data -- 2.3 Organizing Social Data -- 2.4 Warehousing Social Data -- 2.5 Social Data Provenance -- 2.5.1 Provenance Representation -- 2.5.2 Temporal Databases and Graphs -- 2.6 Data Lakes -- 2.6.1 Data Lake as a Service -- 2.6.2 Index and Federated Search -- 2.6.3 Security and Access Control -- 2.7 Concluding Remarks and Discussion -- 3. Curating Social Data -- 3.1 Social Data Curation: Cleaning, Integration, and Transformation -- 3.1.1 Identifying Relevant Data Sources -- 3.1.2 Ingesting Data and Knowledge -- 3.1.3 Data Cleaning -- 3.1.4 Data Integration -- 3.1.5 Data Transformation -- 3.2 Social Data Curation: Adding Value -- 3.2.1 Extraction -- 3.2.2 Correction and Enrichment -- 3.2.3 Linking -- 3.2.4 Summarization -- 3.3 Knowledge Lakes -- 3.4 Concluding Remarks and Discussion -- 4. Social Media Text Analytics -- 4.1 Text Analytics: Overview -- 4.1.1 Text Preprocessing -- 4.1.2 Text Representation -- 4.1.3 Knowledge Discovery -- 4.2 Social Data Text Analytics: Challenges and Opportunities -- 4.2.1 Time Sensitivity.
Note:
Description based on publisher supplied metadata and other sources
Additional Edition:
ISBN 9781032196275
Additional Edition:
Erscheint auch als Druck-Ausgabe Beheshti, Amin, - 1976- Social data analytics Boca Raton, FL : CRC Press, 2022 ISBN 9781032196275
Language:
English
