Spatial neighborhood effect and scale issues in the calibration and validation of a dynamic model of Phragmites australis distribution a cellular automata and machine learning approach

Research output: Contribution to journalArticle


  • Anas Altartouri
  • Leena Nurminen
  • Ari Jolma

Research units


Original languageEnglish
Pages (from-to)15-29
JournalEnvironmental Modelling and Software
Issue number71
Publication statusPublished - 2015
MoE publication typeA1 Journal article-refereed

    Research areas

  • Archipelago Sea, Boosted regression trees, Common reed, Gulf of Finland, Spatial dynamic models, Species distribution models

ID: 2004925