Deep hybrid model with satellite imagery: how to combine demand modeling and computer vision for behavior analysis?

arXiv:2303.04204v2 Announce Type: replace
Abstract: Classical demand modeling analyzes travel behavior using only low-dimensional numeric data (i.e. sociodemographics and travel attributes) but not high-dimensional urban imagery. However, travel behavior depends on the factors represented by both numeric data and urban imagery, thus necessitating a synergetic framework to combine them. This study creates a theoretical framework of deep hybrid models with a crossing structure consisting of a mixing operator and a behavioral predictor, thus integrating the numeric and imagery data into …

abstract analysis arxiv behavior behavior analysis computer computer vision cs.cv cs.lg data demand econ.gn hybrid low modeling q-fin.ec satellite travel type urban vision