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edition: 1
Authors: Witold Pedrycz. Shyi-Ming Chen (eds.)
serie: Studies in Big Data 8
ISBN : 9783319082530, 9783319082547
publisher: Springer International Publishing
publish year: 2015
pages: 444
language: English
ebook format : PDF (It will be converted to PDF, EPUB OR AZW3 if requested by the user)
file size: 9 MB
Front Matter....Pages i-xi
Front Matter....Pages 1-1
Nearest Neighbor Queries on Big Data....Pages 3-22
Information Mining for Big Information....Pages 23-38
Information Granules Problem: An Efficient Solution of Real-Time Fuzzy Regression Analysis....Pages 39-61
How to Understand Connections Based on Big Data: From Cliques to Flexible Granules....Pages 63-87
Graph-Based Framework for Evaluating the Feasibility of Transition to Maintainomics....Pages 89-119
Incrementally Mining Frequent Patterns from Large Database....Pages 121-140
Improved Latent Semantic Indexing-Based Data Mining Methods and an Application to Big Data Analysis of CRM....Pages 141-170
The Property of Different Granule and Granular Methods Based on Quotient Space....Pages 171-190
Towards an Optimal Task-Driven Information Granulation....Pages 191-208
Unified Framework for Construction of Rule Based Classification Systems....Pages 209-230
Multi-granular Evaluation Model Through Fuzzy Random Regression to Improve Information Granularity....Pages 231-245
Building Fuzzy Robust Regression Model Based on Granularity and Possibility Distribution....Pages 247-272
Front Matter....Pages 273-273
The Role of Cloud Computing Architecture in Big Data....Pages 275-295
Big Data Storage Techniques for Spatial Databases: Implications of Big Data Architecture on Spatial Query Processing....Pages 297-323
The Web KnowARR Framework: Orchestrating Computational Intelligence with Graph Databases....Pages 325-346
Front Matter....Pages 347-347
Customer Relationship Management and Big Data Mining....Pages 349-360
Performance Competition for ISCIFCM and DPEI Models Under Uncontrolled Circumstances....Pages 361-373
Rough Set Model Based Knowledge Acquisition of Market Movements from Economic Data....Pages 375-388
Deep Neural Network Modeling for Big Data Weather Forecasting....Pages 389-408
Current Knowledge and Future Challenge for Visibility Forecasting by Computational Intelligence....Pages 409-426
Front Matter....Pages 347-347
Application of Computational Intelligence on Analysis of Air Quality Monitoring Big Data....Pages 427-441
Back Matter....Pages 443-444
