Data Analytics: Concepts, Techniques, and Applications (2018)КНИГИ » ПРОГРАММИНГ
Название: Data Analytics: Concepts, Techniques, and Applications Автор: Mohiuddin Ahmed, Al-Sakib Khan Pathan Издательство: CRC Press ISBN: 113850081X Год: 2018 Страниц: 450 Язык: английский Формат: pdf (true) Размер: 12.6 MB
Large data sets arriving at every increasing speeds require a new set of efficient data analysis techniques. Data analytics are becoming an essential component for every organization and technologies such as health care, financial trading, Internet of Things, Smart Cities or Cyber Physical Systems. However, these diverse application domains give rise to new research challenges. In this context, the book provides a broad picture on the concepts, techniques, applications, and open research directions in this area. In addition, it serves as a single source of reference for acquiring the knowledge on emerging Big Data Analytics technologies.
Contents:
SECTION I: Data Analytics Concepts Chapter 1: An Introduction to Machine Learning Chapter 2: Regression for Data Analytics Chapter 3: Big Data-Appropriate Clustering via Stochastic Approximation and Gaussian Mixture Models Chapter 4: Information Retrieval Methods for Big Data Analytics on Text Chapter 5: Big Graph Analytics SECTION II: Data Analytics Techniques Chapter 6: Transition from Relational Database to Big Data and Analytics Chapter 7: Big Graph Analytics: Techniques, Tools, Challenges, and Applications Chapter 8: Application of Game Theory for Big Data Analytics Chapter 9: Project Management for Effective Data Analytics Chapter 10: Blockchain in the Era of Industry 4.0 Chapter 11: Dark Data for Analytics SECTION III: Data Analytics Applications Chapter 12: Big data: Prospects and Applications in the Technical and Vocational Education and Training Sector Chapter 13: Sports Analytics: Visualizing Basketball Records in Graphical Form Chapter 14: A nalysis of Traffic Offenses in Transportation: Application of Big Data Analysis Chapter 15: Intrusion Detection for Big Data Chapter 16: Health Care Security Analytics
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