用空间变化系数过程进行空间建模
Alan E Gelfand1, Hyon-Jung Kim2, C F Sirmans3
1Institute of Statistics and Decision Sciences, Duke University, Durham, NC 27708-0251.
本研究引入了回归系数的灵活空间建模方法,超越了常数系数假设. 这种方法增强了对空间相关数据的理解,特别是在房地产价格预测中.
科学领域:
- 空间统计的空间统计.
- 地质统计学 在地质统计学
- 计量经济学 计量经济学
背景情况:
- 传统的回归模型假定一个区域的系数是恒定的.
- 响应中的空间相关性在许多应用中很常见.
- 回归系数的局部变化经常被忽视,但很重要.
研究的目的:
- 提出一个灵活的统计框架来建模空间变化的回归系数.
- 将系数面视为空间过程的实现.
- 扩展现有的空间回归方法.
主要方法:
- 模型系数表面作为空间过程 (例如,高斯过程).
- 在高斯响应模型中的正式化.
- 扩展到一般化的线性模型和时空设置.
主要成果:
- 在随机效应和残余分析方面展示了有吸引力的解释.
- 为参数空间表面提供了一个更自然,更灵活的替代方案.
- 用一组关于单户住宅价格的数据集说明应用程序.
结论:
- 将空间变化系数视为空间过程的实现提供了一个强大而灵活的建模方法.
- 提出的方法适用于各种回归设置,包括时空数据.
- 这一框架提高了空间回归模型的解释性和解释能力.
更多相关视频
14:27Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
12:26Integrating Remote Sensing with Species Distribution Models; Mapping Tamarisk Invasions Using the Software for Assisted Habitat Modeling SAHM
Published on: October 11, 2016
相关概念视频
Multicompartment Models: Overview
These models offer a more comprehensive representation of drug behavior in the body than one-compartment models. They accommodate the complexity of drug distribution,...
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
Isochoric and Isobaric Processes
Suppose 1000 g of water is heated from 40...
Area Computation by the Alternative Coordinate Method
Mechanistic Models: Compartment Models in Individual and Population Analysis
