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| 文件名: Baddeley R spatstat -Course-Notes 2010.zip | |
| 资料下载链接地址: https://bbs.pinggu.org/a-2053390.html | |
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刚刚发现 spatstat的官网有讲义和代码的下载
网址为 https://research.csiro.au/software/r-workshop-notes/ 任何人如果觉得浪费了论坛币下载了附件中的材料, 请联系本人。 本教材是 spatstat程序包的作者 A Baddeley教授介绍用R做点格局分析的讲义, 也是后来 Spatial Point Patterns: Methodology and Applications with R一书的基矗由于该书出版不久, 仍然下载不到pdf。但是书中的绝大多数内容, 在本讲义中都已经包括了, 所以还是非常值得一读的。 内容参见附录。 Contents PART I. OVERVIEW 5 1 Introduction 6 2 Statistical formulation 13 3 The R system 18 4 Introduction to spatstat 20 PART II. DATA TYPES & DATA ENTRY 31 5 Objects, classes and methods in R 32 6 Entering point pattern data into spatstat 38 7 Converting from GIS formats 45 8 Windows in spatstat 46 9 Manipulating point patterns 53 10 Pixel images in spatstat 63 11 Tessellations 71 PART III. INTENSITY 77 12 Exploring intensity 78 13 Dependence of intensity on a covariate 82 PART IV. POISSON MODELS 87 14 Tests of Complete Spatial Randomness 88 15 Maximum likelihood for Poisson processes 95 16 Checking a fitted Poisson model 106 17 Spatial logistic regression 112 PART V. INTERACTION 113 18 Exploring dependence between points 114 19 Distance methods for point patterns 115 20 Simulation envelopes and goodness-of-fit tests 132 21 Spatial bootstrap methods 139 22 Simple models of non-Poisson patterns 139 23 Model-fitting using summary statistics 144 24 Exploring local features 148 25 Adjusting for inhomogeneity 149 PART VI. GIBBS MODELS 155 26 Gibbs models 156 27 Fitting Gibbs models 162 28 Validation of fitted Gibbs models 171 PART VII. MARKED POINT PATTERNS 177 29 Marked point patterns 178 30 Handling marked point pattern data 181 31 Exploratory tools for multitype point patterns 187 32 Exploratory tools for marked point patterns 200 33 Multitype Poisson models 204 34 Gibbs models for multitype point patterns 210 PART VIII. HIGHER DIMENSIONS AND OTHER SPATIAL DATA 215 35 Line segment data 216 36 Point patterns in 3D 218 37 Point patterns in multi-dimensional space-time 219 38 Replicated data and hyperframes 221 39 Stochastic geometry 222 40 Further information on spatstat 224 Bibliography 225 Index 228 |
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