Incorporating spatial autocorrelation in machine learning models using spatial lag and eigenvector spatial filtering features

X Liu, O Kounadi, R Zurita-Milla - ISPRS International Journal of Geo …, 2022 - mdpi.com
… for spatial autocorrelation by introducing spatial features to the models. In particular, we
explore two types of spatial features, namely spatial lag and eigenvector spatial filtering (ESF). …

The impact of regional financial development on economic growth in Beijing–Tianjin–Hebei region: A spatial econometric analysis

C Wang, X Zhang, P Ghadimi, Q Liu, MK Lim… - Physica A: Statistical …, 2019 - Elsevier
spatial interactions, where both the spatial lag term of the dependent variable and the spatial
lag … the independent variables, ie, the spatial lag terms of independent variables. The term …

Spatial and temporal heterogeneity of the impact of high-speed railway on urban economy: Empirical study of Chinese cities

Y Huang - Journal of Transport Geography, 2021 - Elsevier
… Presently, the commonly used spatial econometric models are spatial lag model (SLM),
spatial error model (SEM) and spatial Durbin model (SDM). SEM considers the …

Bidirectional urban flows in rapidly urbanizing metropolitan areas and their macro and micro impacts on urban growth: A case study of the Yangtze River middle …

C Xia, A Zhang, H Wang, B Zhang, Y Zhang - Land use policy, 2019 - Elsevier
… According to Moran's I, Lagrange Multiplier, and Robust LM test results of each model,
there were no spatial lags or spatial errors in the models, so there was no need to consider the …

Effects of environmental regulation and FDI on urban innovation in China: A spatial Durbin econometric analysis

Y Feng, X Wang, W Du, H Wu, J Wang - Journal of Cleaner Production, 2019 - Elsevier
… for no spatial lag and Robust LM_test for no spatial lag, … the spatial weight matrix is W 1 or
W 2 , while the spatial lag … the 10% significance test when the spatial weight matrix is W 3 , …

The impacts of highway expansion on population change: An integrated spatial approach

G Chi - Rural Sociology, 2010 - Wiley Online Library
spatial lag and spatialspatial lag effects come from the spatially lagged population change.
Each MCD gains 0.711 percent for each percentage point of weighted population growth in …

Spatial externalities in China regional economic growth

L Tian, HH Wang, Y Chen - China Economic Review, 2010 - Elsevier
… Moran scatter plot map of GROWTH at 5% confidence level. … high growth rates for both
themselves and their spatially laggedgrowth rates for both themselves and their spatially lagged

Urban network externalities, agglomeration economies and urban economic growth

Y Huang, T Hong, T Ma - Cities, 2020 - Elsevier
… This study analyzes the effect of urban network externalities on urban growth and compares
… factor input of urban economic growth; and μ is the error term. We omit the spatial lags of the …

Spatial econometric models for simultaneous systems: Application to rural community growth in France

MS Henry, B Schmitt, V Piguet - … Regional Science Review, 2001 - journals.sagepub.com
… Empirical evidence on the impacts of urban growth on proximate rural communities … To
adjust for this spatial difference, he added spatial lags of each endogenous variable to the CM …

The spatial spillover effect of urban sprawl and fiscal decentralization on air pollution: evidence from 269 cities in China

X Yang, J Wang, J Cao, S Ren, Q Ran, H Wu - Empirical Economics, 2021 - Springer
… The spatial Durbin model has a more general form than the spatial lag model and spatial error
model… Meanwhile, in view of the possible endogeneity among variables, the lag term of air …