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The leave-one-out cross-validation scheme is a method for estimating
% the average generalization error. When calling
% [Eloo,H] = loo(NetDef,W1,W2,PHI,Y,trparms) with trparms(1)>0, the network
% will be retrained a maximum of trparms(1) itera
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SVM Light工具箱 Matlab接口,已经编译好,可直接用(SVMlight, by Joachims, is one of the most widely used SVM classification and regression package. It has a fast optimization algorithm, can be applied to very large datasets, and has a very efficient implementation of
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LWP是一种Matlab / Octave工具箱实现局部加权多项式回归(也被称为局部回归/局部加权散点平滑/黄土/ LOWESS和核平滑)。使用此工具箱,您可以使用九个具有度量窗口宽度或最近邻窗口宽度的任意一个内核来拟合任意维度的数据的局部多项式。还提供了一个优化内核带宽的函数。优化可采用留一交叉验证,GCV,AICC、AIC,FPE,T,执行,或单独的验证数据。鲁棒拟合也可用。(LWP is a Matlab/Octave toolbox implementing Locally Weight
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