Applications of Data Management and Analysis

Case Studies in Social Networks and Beyond

Mohammad Moshirpour, Behrouz H. Far, Reda Alhajj (Herausgeber)

Buch | Hardcover

VIII, 217 Seiten

2018 | 1st ed. 2018
Springer International Publishing (Verlag)
978-3-319-95809-5 (ISBN)

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This book addresses and examines the impacts of applications and services for data management and analysis, such as infrastructure, platforms, software, and business processes, on both academia and industry. The chapters cover effective approaches in dealing with the inherent complexity and increasing demands of big data management from an applications perspective.
Various case studies included have been reported by data analysis experts who work closely with their clients in such fields as education, banking, and telecommunications. Understanding how data management has been adapted to these applications will help students, instructors and professionals in the field. Application areas also include the fields of social network analysis, bioinformatics, and the oil and gas industries.

Chapter1: Predicting Implicit Negative Relations in Online Social Networks.- Chapter2: Automobile insurance fraud detection using social network analysis.- Chapter3: Improving circular layout algorithm for social network visualization using genetic algorithm.- Chapter4: Live Twitter Sentiment Analysis.- Chapter5: Artificial Neural Network Modeling and Forecasting of Oil Reservoir Performance.- Chapter6: A Sliding-Window Algorithm Implementation in MapReduce.- Chapter7: A Fuzzy Dynamic Model for Customer Churn Prediction in Retail Banking Industry.- Chapter8: Temporal Dependency between Evolution of Features and Dynamic Social Networks.- Chapter9: Recommender System for Product Avoidance.- Chapter10: A new 3D value model for customer segmentation:Complex Network Approach.- Chapter11: Finding Influential Factors for Different Types of Cancer: A Data Mining Approach.- Chapter 12: Enhanced load balancer with multi-layer processing architecture forheavy load over cloud network.- Chapter13: Market Basket Analysis Using Community Detection Approach: A Real Case.- Chapter14: Predicting Future with Social Media based on Sentiment and Quantitative Analysis.

Erscheinungsdatum	06.10.2018
Reihe/Serie	Lecture Notes in Social Networks
Zusatzinfo	VIII, 217 p. 81 illus., 62 illus. in color.
Verlagsort	Cham
Sprache	englisch
Maße	155 x 235 mm
Gewicht	499 g
Themenwelt	Mathematik / Informatik ► Informatik ► Datenbanken
	Mathematik / Informatik ► Mathematik ► Finanz- / Wirtschaftsmathematik
	Wirtschaft ► Betriebswirtschaft / Management
Schlagworte	Big data architecture • Big data management • Computational Social Sciences • customer segmentation model • Data-driven Science, Modeling and Theory Building • data science and social networks • dynamic social network • fuzzy dynamic model • insurance fraud detection • live sentiment analysis • network visualization using genetic algorithm • social media prediction
ISBN-10	3-319-95809-7 / 3319958097
ISBN-13	978-3-319-95809-5 / 9783319958095
Zustand	Neuware