I have been trying to create a land prediction model of a specified region in Istanbul in land change modeller tab. I have managed to do it( by choosing logistic regression) but it is not accurate enough since the validation tab tells me so. How can I increase my hits and decrease false alarms and misses?
I put the land use maps of 1997 and 2007 for predicting 2014.
The reason I try to predict 2014 is just a test if I am on the right track for predicting 2023 right ( for 2023, I included the maps of 2007 and 2014).
my variables are :
distance to roads
distance to forests
distance to urban
distance to industrial places
Distance to Universities
Distance to Hospitals
My land use map has 4 classes which are urban, industrial, barrenland, forest.
One more thing, I tried VALİDATE and I got the quality disagreement as 0.3158 and allocation disagreement( gridcell level) as 0.0838.
For a detailed view, you can check :
Thank you for your helps.