XLIX Reunión de Estudios Regionales. Regional Economic Development (RED): In search of improving the Economic, Political and Social Welfare of each Region
![[:es]XLIX Reunión de Estudios Regionales. Desarrollo Económico Regional (DER): En busca de mejorar el Bienestar Económico, Político y Social de cada Región[:en]XLIX Reunión de Estudios Regionales. Regional Economic Development (RED): In search of improving the Economic, Political and Social Welfare of each Region[:]](https://reunionesdeestudiosregionales.org/pamplona2025/wp-content/uploads/sites/9/2025/02/AECR_textweb-nova.png)
Information for the workshop
Training Workshop: Machine Learning and Artificial Intelligence in spatial analysis
15th October 2025, 15:00-18:00 Aula 1
15:00-16:00 Machine learning in spatial analysis – methodological overview
16:10-17:20 Pratical applications in R – unsupervised learning in spatial analysis – association rules and QDC index
17:30–18:00 Spatial artificial intelligence – why and how to use it smart and ethical way
Resources for pratical part of workshop:
https://rpubs.com/Kathy_Kopczewska/QDC
https://rpubs.com/Kathy_Kopczewska/land_use_changes
Instructions for participants (for pratical part):
– Please install the newest version of R software from https://www.r-project.org/ and possibly packages: sf::, sp::, ggplot2::, mapview::, osmdata::, arules::, arulesViz::, terra:: – please note that older versions of R mostly have conflicts with new versions of packages which we will download
– Please download the data – the links to datasets which we will use are in RPubs resources
– Please have a look at papers linked in RPubs resources – it will be simply easier to follow the materials during the class