Concepedia

Nonlinear effects of built environment features on metro ridership: An integrated exploration with machine learning considering spatial heterogeneity

Mengyang Liu, Yuxuan Liu, Yu Ye

Sustainable Cities and Society · 2023 · 69 citations · 73 references

Concepts

PlanningTransportation PlanningUrban PlanningBuilt EnvironmentTransportationTransportation EngineeringMobility Pattern AnalysisStreet TypologySustainable TransportationTransportation-land Use IntegrationUrban MobilityUrban Spatial AnalysisMetro OperationsNonlinear EffectsSpatial Machine LearningTransportation Space Typology

References

73

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

A Computer Movie Simulating Urban Growth in the Detroit Region

Waldo Tobler · Economic Geography · 1970 · 9.6K citations

Social Sciences, Urban Planning, Urban Studies +17

Travel and the Built Environment

Reid Ewing, Robert Cervero · Journal of the American Planning Association · 2010 · 5.1K citations

Public Health, Urban Design, Urban Planning +17

Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity

Chris Brunsdon, A. Stewart Fotheringham, Martin Charlton · Geographical Analysis · 1996 · 3.5K citations · Full text

Social Sciences, Geography, Spatial Analysis +15

pdp: An R Package for Constructing Partial Dependence Plots

M. Greenwell Brandon · The R Journal · 2017 · 1.2K citations · Full text

Computing, Computer Science, Data Science +12