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Multiclass GentleAdaboosting 1.0
File ID: 78974






Multiclass GentleAdaboosting 1.0
Download Multiclass GentleAdaboosting 1.0http://www.mathworks.comReport Error Link
License: Freeware
File Size: 102.4 KB
Downloads: 61
Submit Rating:
Multiclass GentleAdaboosting 1.0 Description
Description: A fast Gentle Adaboost classifier with two different weak-learners: i) decision stump and ii) perceptron. Multiclass is performed with the one-against-all strategy.

Usage
------

model = gentleboost_model(X , y , [T] , [options]);


Inputs
-------

X Features matrix (d x N)
y Labels (1 x N). If y represent binary labels vector then y_i={-1,1}, i=1,...,N
T Number of weak learners (default T = 100)
options
weaklearner Choice of weaklearner 0 : Decision Stump, 1 : Perceptron (default weaklearner = 0)

epsi Epsilon constant in the sigmoid function used in the perceptron (default epsi = 1)
lambda Regularization parameter for the perceptron's weights update (default lambda = 1e-3)
max_ite Maximum number of iterations of the perceptron algorithm (default max_ite = 100)

Outputs
-------

model Structure of model output

featureIdx Features index of the T best weaklearners (T x m) where m is the number of class.
For binary classification m is force to 1.
th Theta (T x m)
b Bias parameter (T x m)
a Decision Stump extra parameter (T x m)

Please run mexme_gentleboost to compile mex-files on your platform.

Please run test_gentleboost_model to run the demo.

N.B. Last build of libsvm is also included and slightly modified to suppress verbose.

License: Freeware

Related: weaklearners, bias parameter, binary classification, slightly, and ii, algorithm default, included, binary labels, Build, constant, decision stump, default epsi, compile mexfiles, classifier, choice, classfor binary, adaboost classifier, gentleboost, weig

O/S:BSD, Linux, Solaris, Mac OS X

File Size: 102.4 KB

Downloads: 61



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