大家好,请教大家一些偏最小二乘的问题。
我用的是R里面的pls这个包
刚学用的是R里面提供的例子
>data(yarn)
>yarn.pls <- plsr(density ~ NIR, 6, data = yarn, validation = "CV")
> names(yarn.pls)
[1] "coefficients" "scores" "loadings" "loading.weights"
[5] "Yscores" "Yloadings" "projection" "Xmeans"
[9] "Ymeans" "fitted.values" "residuals" "Xvar"
[13] "Xtotvar" "ncomp" "method" "validation"
[17] "call" "terms" "model"
我想请教一下:
a. 这里的loadings和projection有什么区别
b. Yloadins/Yscores/density之间是怎么联系的,貌似Yscores不等于density %*% Yloadings
c. coefficients/fitted.values/residuals这些好像都是三维的矩阵,不知道都是代表什么意思
请各位大神指教一下,小弟不胜感激。