Trends in spatial analysis and modelling : decision-support and planning strategies /

Bibliographic Details
Other Authors: Behnisch, Martin (επιμελητής.), Meinel, Gotthard (επιμελητής.)
Format: Book
Language:English
Published: Cham, Switzerland : Springer, [2018].
Series:Geotechnologies and the environment ; v. 19
Subjects:
Table of Contents:
  • Part 1: Towards a better understanding of settlements and infrastructure
  • Chapter 1. Reverse engineering of land cover data: Machine learning for data replication in the spatial and temporal domains (Maclaurin)
  • Chapter 2. Spatial analysis requires a different way of thinking: the problem of spatial heterogeneity (Jiang)
  • Part 2: Geographic data mining
  • Chapter 3: Survey on spatiotemporal and semantic data mining (Yuan)
  • Chapter 4. Spatial clustering with SOM and GeoSOM (Bação)
  • Chapter 5. Spatial analysis with self-organizing neural networks: SPAWNN Toolkit (Hagenauer)
  • Part 3: Spatial modelling, system dynamics and geosimulation
  • Chapter 6. The evolution of the land development industry. An agent-based simulation model? (Modified re-print) (Almagor)
  • Chapter 7. Dynamic relationships between human decision making and socio-natural systems (Koch)
  • Chapter 8. Lessons and challenges in land change modelling derived from synthesis of cross-case comparisons (Gilmore Pontius Jr.)
  • Part 4: Multi-scale representation and analysis
  • Chapter 9. Applications of 3D city models for a better understanding of the built environment (Willenborg)
  • Chapter 10. An automatic approach for generalization of land-cover data from topographic data (Thiemann)
  • Chapter 11. Epilogue (Pumain).