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Programa Assoc. UEM-UEL
de Pós-Graduação em Arq. e Urbanismo

Urban Land Value Maps

TabPFN v2

Tabular Prior-Fitting Networks with confidence intervals
Spatial Resolution: 109×109m | Year: 2024

Lower Bound Estimate:
• Conservative value estimates (10th percentile of prediction distribution)
View Lower Bound Map
Median Estimate:
• Central tendency value estimates (50th percentile of prediction distribution)
View Median Map
Upper Bound Estimate:
• Optimistic value estimates (90th percentile of prediction distribution)
View Upper Bound Map
Cite as: [Author names]. ([Year]). [Title]. [Journal/Conference]. [DOI or URL]

GAMLSS Temporal Series (2000-2021)

Spatio-temporal Generalized Additive Models for Location, Scale and Shape
Spatial Resolution: 50×50m | Temporal Coverage: July, 2000-2021

Interactive Temporal Viewer

View unit land value evolution over 22 years

Access Temporal Viewer

Neighborhood Temporal Analysis

Click on any neighborhood to explore temporal trends in land values from 2000 to 2021. Interactive charts display three percentile curves (P10, P50, P90) showing the distribution of unit land values for each neighborhood under standardized conditions (flat lot, 377 m², paved street, parcel type).

View Neighborhood Analysis
Cite as: Costa, F. J., Pescim, R. R., Nakamura, L. R., Urbano, M. R., Silva, V. C., & Ramires, T. G. (2025). Spatiotemporal analysis of urban land prices: a distributional regression approach. Spatial Economic Analysis, 20(2), 333–345. https://doi.org/10.1080/17421772.2025.2486144
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