Where is also about time: A location-distortion model to improve reverse geocoding using behavior-driven temporal semantic signatures
We constructed daily and hourly temporal signatures from geosocial check-in data. Distance to POI locations are virtually distorted based on temporal probabilities. Multiple models for the temporal distortion analogy are reported. The method is evaluated against a spatial-distance only baseline using MRR and nDCG. Our method increases est. accuracy of ones placial location MRR from 0.359 to 0.453.
time reverse geocoding semantic signature geosocial check-in point of interest