Taxi travel time based Geographically Weighted Regression Model (GWR) for modeling public housing prices in Singapore

• Main Authors: WANG, Yi’an, CAI, Fangyi, CHENG, Shih-Fen, WU, Bo, CAO, Kai
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Hedonic model; GWR; Public housing prices; Taxi travel time; Computer Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7708; https://ink.library.smu.edu.sg/context/sis_research/article/8711/viewcontent/Taxi_travel_time_based_Geographically_Weighted_Regression_Model_GWR_for_modeling_public_housing_prices_in_Singapore.pdf
• Institution: Singapore Management University

In this research, a taxi travel time based Geographically Weighted Regression model (GWR) is proposed and utilized to model the public housing price in the case study of Singapore. In addition, a comparison between the proposed taxi data driven GWR and other models, such as ordinary least squares mo...