Dongyoun Shin
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View article: Machine Learning Based Architecture and Urban Data Analysis - Construction of Floating Population Model Using Deep Learning -
Machine Learning Based Architecture and Urban Data Analysis - Construction of Floating Population Model Using Deep Learning - Open
View article: Integration Of Big Data To Predict Transportation For Smart Cities
Integration Of Big Data To Predict Transportation For Smart Cities Open
The Intelligent transportation system is essential to build smarter cities. Machine learning based transportation prediction could be highly promising approach by delivering invisible aspect visible. In this context, this research aims to …
View article: Crowdsourced Urban Sensing: Urban Travel Behavior Using Mobile Based Sensing
Crowdsourced Urban Sensing: Urban Travel Behavior Using Mobile Based Sensing Open
View article: Forthcoming Big Data On Smart Buildings And Cities: An Experimental Study On Correlations Among Urban Data
Forthcoming Big Data On Smart Buildings And Cities: An Experimental Study On Correlations Among Urban Data Open
Cities are complex systems of diverse and inter-tangled activities. These activities and their complex interrelationships create diverse urban phenomena. And such urban phenomena have considerable influences on the lives of citizens. This …
View article: Forthcoming Big Data in Smart Cities: Experiment for Machine Learning Based Happiness Estimation in Seoul City
Forthcoming Big Data in Smart Cities: Experiment for Machine Learning Based Happiness Estimation in Seoul City Open
Cities have complex system composed diverse activities. The activities in cities have complex relationship that creates diverse urban phenomena. Big Data is emerging technology in order to understand such complex network. This research aim…
View article: Urban Big Data: An Experimental Approach To Building-Value Estimation Using Web-Based Data
Urban Big Data: An Experimental Approach To Building-Value Estimation Using Web-Based Data Open
Current real-estate value estimation, difficult for laymen, usually is performed by specialists. This paper presents an automated estimation process based on big data and machine-learning technology that calculates influences of building c…
View article: Social Costs Estimation to Evaluate Urban Trip Activity - An application of student housing and social costs analysis for urban planning -
Social Costs Estimation to Evaluate Urban Trip Activity - An application of student housing and social costs analysis for urban planning - Open
Social costs analysis seeks to reveal the environmental effects of transportation policy. It delivers a sense of the effects of the public's daily travel and the costs that are or would be incurred from individual trips. Moreover, the accu…
View article: Lightweight Crowdsourcing: Monitoring Urban Travel Behavior Using Mobile-Based Sensing
Lightweight Crowdsourcing: Monitoring Urban Travel Behavior Using Mobile-Based Sensing Open