Geary's c and Spectral Graph Theory: A Complement

被引:5
作者
Yamada, Hiroshi [1 ]
机构
[1] Hiroshima Univ, Grad Sch Humanities & Social Sci, 1-2-1 Kagamiyama, Higashihiroshima, Hiroshima 7398525, Japan
关键词
spatial autocorrelation; Geary's c; spectral graph theory; graph Laplacian; graph Fourier transform; SPATIAL AUTOCORRELATION; PERSPECTIVE;
D O I
10.3390/math11204228
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Spatial autocorrelation, which describes the similarity between signals on adjacent vertices, is central to spatial science, and Geary's c is one of the most-prominent numerical measures of it. Using concepts from spectral graph theory, this paper documents new theoretical results on the measure. MATLAB/GNU Octave user-defined functions are also provided.
引用
收藏
页数:7
相关论文
共 17 条
[1]  
Bapat R., 2014, Graphs and Matrices, V2nd
[2]  
Cliff A.D., 1969, STUDIES REGIONAL SCI, P25
[3]   SPATIAL AUTOCORRELATION - REVIEW OF EXISTING AND NEW MEASURES WITH APPLICATIONS [J].
CLIFF, AD ;
ORD, K .
ECONOMIC GEOGRAPHY, 1970, 46 (02) :269-292
[4]  
Cliff AD., 1973, SPATIAL AUTOCORRELAT
[5]  
Cliff AD., 1981, SPATIAL PROCESSES MO
[6]  
DEJONG P, 1984, GEOGR ANAL, V16, P17
[7]   A New Perspective about Moran's Coefficient: Spatial Autocorrelation as a Linear Regression Problem [J].
Dray, Stephane .
GEOGRAPHICAL ANALYSIS, 2011, 43 (02) :127-141
[8]  
Estrada E., 2015, A First Course in Network Theory
[9]  
Gallier Jean, 2016, arXiv
[10]  
Geary R. C., 1954, The Incorporated Statistician, V5, P115, DOI [10.2307/2986645, DOI 10.2307/2986645]