Spatial AutoRegression (SAR) Model Parameter Estimation Techniques /

• Main Authors: Kazar, Baris M. (Author), Celik, Mete (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Boston, MA : Springer US, 2012.
• Series: SpringerBriefs in Computer Science,
• Subjects: Computer science.; Database management.; Information storage and retrieval.; Artificial intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Database Management.; Information Storage and Retrieval.

Explosive growth in the size of spatial databases has highlighted the need for spatial data mining techniques to mine the interesting but implicit spatial patterns within these large databases. This book explores computational structure of the exact and approximate spatial autoregression (SAR) model...

Table of Contents:

• Introduction
• Theory behind the SAR Model
•  Parallel Exact SAR Model Solutions
• Comparing Exact and Approximate SAR Model Solutions
• Parallel Implementations of Approximate SAR Model Solutions
• A New Approximation: Gauss-Lanczos Approximated SAR Model Solution
• Conclusions and Future Work
• Supplementary Materials.