Sugumaran, Vijayan.

Computational Intelligence Applications in Business Intelligence and Big Data Analytics. - London : CRC Press, 2017. - 1 online resource (348 pages) : illustrations

Cover -- Half Title -- Title Page -- Copyright Page -- Contents -- Editors -- Contributors -- PART I: INTRODUCTION -- 1 Computational Intelligence Paradigms in Business Intelligence and Analytics -- PART II: COMPUTATIONAL INTELLIGENCE IN BUSINESS INTELLIGENCE AND ANALYTICS -- 2 Conditional Value at Risk-Based Portfolio Optimization Using Metaheuristic Approaches -- 3 Big Data Analysis and Application for Video Surveillance Systems -- 4 Trends in Mining Biological Big Data -- 5 Computational Challenges in Group Membership Prediction of Highly Imbalanced Big Data Sets -- PART III: DATA ANALYTICS AND PREDICTION MODELS -- 6 A New Paradigm in Fraud Detection Modeling Using Predictive Models, Fuzzy Expert Systems, Social Network Analysis, and Unstructured Data -- 7 Speedy Data Analytics through Automatic Balancing of Big Data in MongoDB Sharded Clusters -- 8 Smart Metering as a Service Using Hadoop (SMAASH) -- 9 Service-Oriented Architecture for Big Data and Business Intelligence Analytics in the Cloud -- PART IV: APPLICATIONS OF COMPUTATIONAL INTELLIGENCE -- 10 Rough Set and Neighborhood Systems in Big Data Analysis -- 11 An Investigation of Fuzzy Techniques in Clustering of Big Data -- 12 A Survey on Learning Models with Respect to Human Behavior Analysis for Large-Scale Surveillance Videos -- 13 Mining Unstructured Big Data for Competitive Intelligence and Business Intelligence -- Index.

"There are a number of books on computational intelligence (CI), but they tend to cover a broad range of CI paradigms and algorithms rather than provide an in-depth exploration in learning and adaptive mechanisms. This book sets its focus on CI based architectures, modeling, case studies and applications in big data analytics, and business intelligence. The intended audiences of this book are scientists, professionals, researchers, and academicians who deal with the new challenges and advances in the specific areas mentioned above. Designers and developers of applications in these areas can learn from other experts and colleagues through this book."--Provided by publisher.

1351720252 9781351720250 9781498761024 149876102X

10.1201/9781315180748 doi


Information technology--Management.
Computational intelligence.
Big data.

HC79.I55

658.4