Statistical Methods for Spatial Data Analysis

Statistical Methods for Spatial Data Analysis pdf epub mobi txt 电子书 下载 2025

出版者:Chapman and Hall/CRC
作者:Oliver Schabenberger
出品人:
页数:512
译者:
出版时间:2004-12-20
价格:USD 121.95
装帧:Hardcover
isbn号码:9781584883227
丛书系列:
图书标签:
  • 空间分析 
  • 统计方法 
  • SpatialStatistics 
  • GIS 
  • 统计 
  • 环境监测与评价 
  • 武功秘籍 
  • textbook統計 
  •  
想要找书就要到 小美书屋
立刻按 ctrl+D收藏本页
你会得到大惊喜!!

Understanding spatial statistics requires tools from applied and mathematical statistics, linear model theory, regression, time series, and stochastic processes. It also requires a mindset that focuses on the unique characteristics of spatial data and the development of specialized analytical tools designed explicitly for spatial data analysis. "Statistical Methods for Spatial Data Analysis" answers the demand for a text that incorporates all of these factors by presenting a balanced exposition that explores both the theoretical foundations of the field of spatial statistics as well as practical methods for the analysis of spatial data.This book is a comprehensive and illustrative treatment of basic statistical theory and methods for spatial data analysis, employing a model-based and frequentist approach that emphasizes the spatial domain. It introduces essential tools and approaches including: measures of autocorrelation and their role in data analysis; the background and theoretical framework supporting random fields; the analysis of mapped spatial point patterns; estimation and modeling of the covariance function and semivariogram; a comprehensive treatment of spatial analysis in the spectral domain; and, spatial prediction and kriging.The volume also delivers a thorough analysis of spatial regression, providing a detailed development of linear models with uncorrelated errors, linear models with spatially-correlated errors and generalized linear mixed models for spatial data. It succinctly discusses Bayesian hierarchical models and concludes with reviews on simulating random fields, non-stationary covariance, and spatio-temporal processes. Additional material on the CRC Press website supplements the content of this book. The site provides data sets used as examples in the text, software code that can be used to implement many of the principal methods described and illustrated, and updates to the text itself.

具体描述

读后感

评分

评分

评分

评分

评分

用户评价

评分

评分

评分

评分

评分

相关图书

本站所有内容均为互联网搜索引擎提供的公开搜索信息,本站不存储任何数据与内容,任何内容与数据均与本站无关,如有需要请联系相关搜索引擎包括但不限于百度google,bing,sogou

© 2025 book.quotespace.org All Rights Reserved. 小美书屋 版权所有