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Big data analytics for sensor-network collected intelligence /

Detalles Bibliográficos
Clasificación:Libro Electrónico
Otros Autores: Hsu, Hui-Huang (Editor ), Chang, Chuan-Yu (Editor ), Hsu, Ching-Hsien (Editor )
Formato: Electrónico eBook
Idioma:Inglés
Publicado: London, United Kingdom : Academic Press, an imprint of Elsevier, 2017.
Colección:Intelligent data centric systems.
Temas:
Acceso en línea:Texto completo

MARC

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245 0 0 |a Big data analytics for sensor-network collected intelligence /  |c edited by Hui-Huang Hsu, Chuan-Yu Chang, Ching-Hsien Hsu. 
264 1 |a London, United Kingdom :  |b Academic Press, an imprint of Elsevier,  |c 2017. 
300 |a 1 online resource 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 1 |a Intelligent data-centric systems 
505 0 |a Front Cover; Big Data Analytics for Sensor-Network Collected Intelligence; Copyright; Contents; List of Contributors; Preface; Acknowledgments; Part I: Big Data Architecture and Platforms; Chapter 1: Big Data: A Classification of Acquisition and Generation Methods; 1. Big Data: A Classification; 1.1. Characteristics of Big Data; 2. Big Data Generation Methods; 2.1. Data Sources; 2.1.1. Born-digital data; 2.1.2. Sensor data; 2.2. Data Types; 2.2.1. Structured data; 2.2.2. Unstructured data; 3. Big Data: Data Acquisition Methods; 3.1. Interface Methods; 3.1.1. Command-line interfaces. 
505 8 |a 3.1.2. Graphical user interfaces3.1.3. Context-sensitive user interfaces; 3.1.4. Web-based user interfaces; 3.1.5. Adaptive user interfaces or intelligent user interfaces; 3.1.6. Natural user interfaces; 3.1.7. Voice interfaces; 3.1.8. Gesture-based interfaces; 3.1.9. Multitouch gesture interface; 3.1.10. Touchless gesture interfaces; 3.2. Interface Devices; 3.2.1. Keyboard; 3.2.2. Mice; 3.2.3. Joystick; 3.2.4. Stylus; 3.2.5. Touchpad; 3.2.6. Touchscreens; 3.2.7. Kinect; 3.2.8. Leap motion; 3.2.9. Myo; 3.2.10. Wearable devices; 4. Big Data: Data Management. 
505 8 |a 4.1. Data Representation and Organization4.1.1. File formats; Javascript object notation records (JSON); Binary Javascript object notation records (BSON); Comma-separated values (CSV); Sequence file; Record columnar files; Optimized row columnar files (ORC files); Parquet files; Avro files; 4.1.2. Data compression; 4.1.3. Hadoop codecs; 4.2. Databases; 4.2.1. Dynamic schema; 4.2.2. Sharding, replication and auto-caching; 4.2.3. NoSQL types; Key-value stores; Document stores; Column-oriented stores; Graph stores; 4.3. Data Fusion and Data Integration; 5. Summary; References; Glossary. 
505 8 |a Chapter 2: Cloud Computing Infrastructure for Data Intensive Applications1. Introduction; 2. Big Data Nature and Definition; 2.1. Big Data in Science and Industry; 2.2. Big Data and Social Network/Data; 2.3. Big Data Technology Definition: From 6V to 5 Parts; 3. Big Data and Paradigm Change; 3.1. Big Data Ecosystem; 3.2. New Features of the BDI; 3.3. Moving to Data-Centric Models and Technologies; 4. Big Data Architecture Framework and Components; 4.1. Defining the Big Data Architecture Framework; 4.2. Data Management and Big Data Lifecycle; 4.3. Data Structures and Data Models for Big Data. 
505 8 |a 4.4. NIST Big Data Reference Architecture4.5. General Big Data System Requirements; 4.5.1. Data sources requirements (DSR); 4.5.2. Transformation (applications) provider requirements (TPR); 4.5.3. Capability (framework) provider requirements (CPR); 4.5.4. Data consumer requirements (DCR); 4.5.5. Security and privacy requirements (SPR); 4.5.6. Lifecycle management requirements (LMR); 4.5.7. Other requirements (OR); 5. Big Data Infrastructure; 5.1. BDI Components; 5.2. Big Data Stack Components and Technologies; 5.3. Example of Cloud-Based Infrastructure for Distributed Data Processing. 
500 |a Includes index. 
588 0 |a Online resource; title from PDF title page (ScienceDirect, viewed February. 17, 2017). 
650 0 |a Big data. 
650 0 |a Wireless sensor networks. 
650 0 |a Cloud computing. 
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650 7 |a Big data  |2 fast  |0 (OCoLC)fst01892965 
650 7 |a Cloud computing  |2 fast  |0 (OCoLC)fst01745899 
650 7 |a Wireless sensor networks  |2 fast  |0 (OCoLC)fst01746575 
700 1 |a Hsu, Hui-Huang,  |e editor. 
700 1 |a Chang, Chuan-Yu,  |e editor. 
700 1 |a Hsu, Ching-Hsien,  |e editor. 
776 0 8 |i Print version:  |t Big data analytics for sensor-network collected intelligence.  |d London, United Kingdom : Academic Press, an imprint of Elsevier, 2017  |z 9780128093931  |z 0128093935  |w (OCoLC)960844991 
830 0 |a Intelligent data centric systems. 
856 4 0 |u https://sciencedirect.uam.elogim.com/science/book/9780128093931  |z Texto completo