Machine learning gradient boosting

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Ahmed Abdulla
Ahmed Abdulla 2021년 8월 18일
답변: Shivam Singh 2021년 8월 30일
I am new to the concept of gradient boosting, I would appreciate any links that can lead me to MATLAB implentations/examples/functions that can help me better understand how to use gradient boosting in MATLAB

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Shivam Singh
Shivam Singh 2021년 8월 30일
Gradient boosting technique has been supported in MATLAB since R2011a.
Implementations of the gradient boosting technique in MATLAB are:
  • AdaBoostM1, GentleBoost and LogitBoost in ‘fitcensemble’ for classification
  • LSBoost in ‘fitrensemble’ for regression.
MATLAB supports Gradient Boosting for specific forms of loss functions:
  • Mean squared error (MSE) through the 'LSBoost' method.
  • Exponential loss through 'AdaBoostM1' and 'GentleBoost' methods.
  • Binomial deviance through the 'LogitBoost' method.
For additional information, kindly refer to the below links:
fitrensemble:
fitcensemble:

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