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Predicting Real Estate Prices Using Deep Learning Regression Models On Socio Spatial Data, Gentle Engworo
Predicting Real Estate Prices Using Deep Learning Regression Models On Socio Spatial Data, Gentle Engworo
Graduate Theses/Dissertations
ABSTRACT
Cities keep their own kind of ledger. Every block, bus stop, corner store, and year that slips by leaves a small entry about what homes are worth. That ledger is what we call socio-spatial data: simple facts about what a home is (its age), where it sits (latitude/longitude), how easy it is to get around (distance to the nearest MRT station), what’s nearby (number of convenience stores), and when it sold (transaction date). This thesis asks a practical question in that everyday language: given these common clues, can we predict home prices more accurately and explain why? Using 414 …