Applications of data management and analysis : case studies in social networks and beyond /: case studies in social networks and beyond. ([2018])

• Record Type: Book
• Further Information: Note: Mohammad Moshirpour, Behrouz H. Far, Reda Alhajj, editors.
• Editors: Moshirpour, Mohammad; Far, Behrouz H, 1959-; Alhajj, Reda
• Contents: Intro; Preface; Contents; Predicting Implicit Negative Relations in Online Social Networks; Introduction; Related Work; Methodology; Dataset Description; Formulation in R; Loading the Data; Transforming the Data by Loading Features; Splitting the Data into Training and Testing Data; Fitting a Logistic Regression Model Using Training Data; Using the Fitted Model to Do Predictions for the Test Data; Results and Discussion; Future Work; Conclusion; References; Automobile Insurance Fraud Detection Using Social Network Analysis; Introduction; Literature Review; Research Methodology Evaluation with the Prototype SystemSummary and Conclusion; References; Improving Circular Layout Algorithm for Social Network Visualization Using Genetic Algorithm; Introduction; Initial Circular Layout; Improvement; Genetic Algorithm; Edge Crossing Detection; Results; Conclusion; References; Live Twitter Sentiment Analysis; Introduction; Related Work; Method; Data Ingestion; Data Preparation and Analysis; Corpus Building (Bootstrapping); Model Building; The Hashtag Problem; Testing, Tuning and Security; Future Work and Observations; Results; Conclusion; References Artificial Neural Network Modeling and Forecasting of Oil Reservoir PerformanceAbbreviations; Introduction; Modeling of Big Data Based on Artificial and Computational Intelligence; Application of ACI to Petroleum Engineering; Workflow and Design of Proxy Modeling; Neural Network Interpolation Algorithms; Radial Basis Function Networks (RBF); Multilayer Neural Network Algorithm: Levenberg-Marquardt Optimization; Big Data Assembly and Base Cases; Applied Ranges for Model Parameter Space; Results and Discussion; Conclusions; References; A Sliding-Window Algorithm Implementation in MapReduce IntroductionBackground; Sliding-Window Algorithm; Results and Discussion; Sliding-Window Algorithm Implementation for Moving Average Computation in MapReduce Framework; Comparison to Related Works; Conclusion, Limitations, and Future Work; Appendix A: Java Class for Record Sharing-Mapper Class; Appendix B : Java Class for Record Sharing-Reducer Class; Appendix C: Java Class for Record Sharing-Driver Class; References; A Fuzzy Dynamic Model for Customer Churn Prediction in Retail Banking Industry; Introduction; Literature Review; High-Value Customer Determination; Fuzzy Inference System Time SeriesMethodology; High-Value Customer Determination; LRFM in the Banking Industry; Weighted-RFM Model; LRFM Model-Based Clustering Using K-Mean; The Degree of Customer Churn Determination; Churn Rate Prediction; ARIMA; Artificial Neural Network; Evaluating Prediction Model Results; Results; LRFM Model-Based Clustering Using K-Mean; The Degree of Customer Churn Determination; Churn Rate Prediction; ARIMA; Artificial Neural Network; Conclusion; References; Temporal Dependency Between Evolution of Features and Dynamic Social Networks; Introduction; Related Works; Methodology
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource
• Subjects: 005.74068; Business; Database management; Data protection; Data mining; Social networks; Computers -- Database Management -- General; Computers -- Intelligence (AI) & Semantics; Computers -- Database Management -- Data Mining; Science -- System Theory; Social Science -- General; Databases; Artificial intelligence; Data mining; Social research & statistics; Society & social sciences; Management science; Big data; Engineering; Social sciences—Data processing; Social sciences—Computer programs; Business & Economics -- Industries -- Computer Industry; Business mathematics & systems; Electronic books
• Languages: English
• ISBNs: 9783319958101; 3319958100
• Notes: Note: Description based on online resource; title from digital title page (viewed on November 08, 2018).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.