Applications of Data Management and Analysis: Case Studies in Social Networks and Beyond (Lecture Notes in Social Networks)

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. Front Matter ....Pages i-viii Predicting Implicit Negative Relations in Online Social Networks (Animesh Gupta, Reda Alhajj, Jon Rokne)....Pages 1-10 Automobile Insurance Fraud Detection Using Social Network Analysis (Arezo Bodaghi, Babak Teimourpour)....Pages 11-16 Improving Circular Layout Algorithm for Social Network Visualization Using Genetic Algorithm (Babak Teimourpour, Bahram Asgharpour)....Pages 17-28 Live Twitter Sentiment Analysis (Dayne Sorvisto, Patrick Cloutier, Kevin Magnusson, Taufik Al-Sarraj, Kostya Dyskin, Giri Berenstein)....Pages 29-41 Artificial Neural Network Modeling and Forecasting of Oil Reservoir Performance (Ehsan Amirian, Eugene Fedutenko, Chaodong Yang, Zhangxin Chen, Long Nghiem)....Pages 43-67 A Sliding-Window Algorithm Implementation in MapReduce (Emad A. Mohammed, Christopher T. Naugler, Behrouz H. Far)....Pages 69-83 A Fuzzy Dynamic Model for Customer Churn Prediction in Retail Banking Industry (Fatemeh Safinejad, Elham Akhond Zadeh Noughabi, Behrouz H. Far)....Pages 85-101 Temporal Dependency Between Evolution of Features and Dynamic Social Networks (Kashfia Sailunaz, Jon Rokne, Reda Alhajj)....Pages 103-116 Recommender System for Product Avoidance (Manmeet Dhaliwal, Jon Rokne, Reda Alhajj)....Pages 117-127 A New 3D Value Model for Customer Segmentation: Complex Network Approach (Mohammad Saeedi, Amir Albadvi)....Pages 129-145 Finding Influential Factors for Different Types of Cancer: A Data Mining Approach (Munima Jahan, Elham Akhond Zadeh Noughabi, Behrouz H. Far, Reda Alhajj)....Pages 147-168 Enhanced Load Balancer with Multilayer Processing Architecture for Heavy Load Over Cloud Network (Navdeep Singh Randhawa, Mandeep Dhami, Parminder Singh)....Pages 169-176 Market Basket Analysis Using Community Detection Approach: A Real Case (Sepideh Faridizadeh, Neda Abdolvand, Saeedeh Rajaee Harandi)....Pages 177-198 Predicting Future with Social Media Based on Sentiment and Quantitative Analysis (Sahil Sharma, Jon Rokne, Reda Alhajj)....Pages 199-209 Back Matter ....Pages 211-217