Questions tagged [random-forest]
An ensemble classifier that consists of many decision trees and outputs the class that is the mode of the classes output by individual trees
10
questions
33
votes
4
answers
19k
views
How to perform Random Forest land cover classification?
This is a follow-up to a previous post: Machine Learning Algorithms for Land Cover Classification.
It seems that the Random Forest (RF) classification method is gaining much momentum in the remote ...
4
votes
1
answer
2k
views
Performing Random-Forest Classification of 10cm Imagery for species-distribution in R (no point-shapes)? [closed]
I'm trying to classify 10cm-resolution images with the RF-package.
I do this to separate some species in the forest, seen on my images.
While I was searching for an answer, I found the following ...
2
votes
1
answer
336
views
Incorporating terrain data to predict canopy cover using randomForest in R? [closed]
I have a 5.8 m resolution satellite image (LISS IV by IRS-P6, in bands 4, 3 and 2) of a densely forested region in the Eastern Himalayas (altitude 700 m to 3200 m). My objective is to predict regions ...
1
vote
1
answer
5k
views
memoryerror in Supervised Random Forest Classification in Python sklearn
I have Landsat 8 preprocessed image I want to classify using random forest(RF) classification in python. The size of the image is 3,721,804 pixels with 7 bands. I have 250 training data shapefiles ...
11
votes
1
answer
3k
views
Multispectral image segmentation for natural-resources applications using R
R has the capacity for image segmentation, although all of the examples I have come across utilize a single band for the segmentation (example). I am interested in combining R's capacity for random ...
7
votes
1
answer
3k
views
Results of Variable Importance of RF Classifier in GEE
I create a RF module in GEE like this:
//Random Forest Result Function Module
exports.getRfResults = function(image, title, bands, trainPoint, testPoint, area, label) {
//Create Sample Points ...
4
votes
1
answer
6k
views
Image classification random forest [duplicate]
I am a newbie in R. I want to classify images using random forest in R. I am trying to learn the codes. But in the mean time, is there a push button (like a gui) in R that can be used for ...
3
votes
2
answers
2k
views
How to utilise single 'randomForest' model for several rasters in R?
I am using randomForest package in R to derive species distribution models. When I predict the model to the RasterStack containing the predictors in which the values were extracted to build my model, ...
1
vote
1
answer
80
views
Missing a couple of tiles after classification, however it was shown in the stacked Landsat image
I am trying to do crop-type mapping using RF in GEE.the script is working, however, part of the final classified layer (a couple of tiles) is missing in the end product which I do not know why! I even ...
1
vote
1
answer
2k
views
The stability of randomForest models after increasing predictor variables
With reference to the posts: Incorporating terrain data to predict canopy cover using randomForest in R and Random-Forest Classification of 10cm Imagery for species-distribution in R (no point-shapes)
...