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  • 1
    Online Resource
    Online Resource
    Social data analytics / (2022)
    Boca Raton, FL :CRC Press,
    Details
    UID:
    almahu_9949385723102882
    Format: 1 online resource (xii, 238 pages) : , illustrations (some color)
    Edition: First edition.
    ISBN: 9781000644630 , 1000644634 , 9781003260141 , 1003260144 , 9781000644609 , 100064460X
    Content: "The book provides an introduction to social data analytics along with its challenges and opportunities. It chiefly focuses on concepts, techniques and methods for organizing, curating, processing and analyzing big social data: from text to image and video analytics. It also provides novel techniques in storytelling with social data to facilitate the knowledge and fact discovery. It covers a large body of knowledge on to help practitioners and researchers understand the underlying concepts, problems, methods, tools and techniques involved in modern social data analytics. The book provides researchers with an introduction to these fields by comprehensively classifying the current state of research, by describing in-depth techniques and methods, and by highlighting future research directions. Lecturers will find a wealth of material to choose from for a variety of courses, ranging from undergraduate courses in data science to graduate courses in data analytics. The key highlights of the book are that it covers a large body of knowledge to help practitioners and researchers understand the problems, concepts, methods and tools involved in modern social data analytics. It also includes a wealth of material to choose from for courses in data science and analytics. The book provides real-world applications of social data analytics, including: Sales and Marketing, Influence Maximization, Situational Awareness, customer success and Segmentation, and performance analysis of the industry"--
    Note: "A Science Publishers book."
    Additional Edition: Print version: ISBN 1032196270
    Additional Edition: ISBN 9781032196275
    Language: English
    Keywords: Electronic books.
    DOI: 10.1201/9781003260141
    URL: https://www.taylorfrancis.com/books/9781003260141
    URL: lizenzpflichtig
    URL: lizenzpflichtig
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  • 2
    Online Resource
    Online Resource
    Social data analytics (2022)
    Boca Raton : CRC Press, an imprint of the Taylor & Francis Group
    Details
    UID:
    gbv_1804025631
    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
    URL: lizenzpflichtig
    Library Location Call Number Volume/Issue/Year Availability
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