Data

Tools

Indexes

Applications

Experiments

Open Source Science

expanse_algorithm

single-year APM.

https://github.com/co822ee/expanse_algorithm

Science Score: 18.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.2%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

single-year APM.

Basic Info
  • Host: GitHub
  • Owner: co822ee
  • License: mit
  • Language: R
  • Default Branch: master
  • Homepage:
  • Size: 27.5 MB
Statistics
  • Stars: 1
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created over 5 years ago · Last pushed about 4 years ago
Metadata Files
Readme License Citation

README.MD

Single-year modelling

Each model was built for each year using observations from that year only. * o01modelslrgwrrf.R builds five models for each algorithm (SLR, GWR, RF) for each year using 5-fold CV data stratified by station type and climate zone type. The model performance were then evaluated using o01outputpredictiontestcv.R and 02osingleyr5fold.Rmd. * o02modelall.R builds one model for each algorithm for each year using all observations available in that year. * o03vis_randomPoints.R visualizes the prediction values obtained at random points from GEE.

Functions: * funcalllib.R calls the R packages necessary for running the modelling. * funslrfor.R * funoutputslrresult.R * fungenpreddf.R * funsetuptgwr.R * funcalibrgwr.R * funoutputgwrresult.R * fungendfgwr.R * funplotgwrcoef.R * funtunerf.R * fungwr.R * funoptrf.R * funplotrf_vi.R

Geographically weighted regression: * 00gwr01stepwise.R tests the stepwise procedure in GWR. * 00gwr02stepwise_mixedGWR tests the stepwise procedure with mixed GWR used (some predictor surfaces are globally fixed).

Owner

  • Name: Youchen Shen
  • Login: co822ee
  • Kind: user
  • Location: Utrecht, the Netherlands
  • Company: Utrecht University

Citation (CITATION.md) 

Please cite this project as follows:

Shen, Y.; de Hoogh, K.; Schmitz, O.; Clinton, N.; Tuxen-Bettman, K.; Brandt, J.; Christensen, J. H.; Frohn, L. M.; Geels, C.; Karssenberg, D.; Vermeulen, R.; Hoek, G. EXPANSE_algorithm - version 0.1.0 https://github.com/co822ee/EXPANSE_algorithm.

GitHub Events

Total
Last Year