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Mathematical Formalization Of The Statistical Regression Problem




(\Omega,\mathcal{A}, P) will denote a Probability Space and (\Gamma, S) will be a Measure Space . \Theta\subseteq\Gamma is a set of coefficients.

  • .


The dependent variable ''Y'' is a random variable, i.e. a Measurable Function :

Y:(\Omega,\mathcal{A}) ightarrow(\Gamma, S).

This variable will be "explained" using other random variables called "factors".

  • . p is called ''number of factors''.


orall i\in \{1,\cdots,p\}, X_i:(\Omega,\mathcal{A}) ightarrow(\Gamma, S).

Let f:\left\{
\begin{matrix}
\Gamma^p imes\Theta& ightarrow&\Gamma\
(X_1,\cdots,X_p; heta)&\mapsto&f(X_1,\cdots,X_p, heta)
\end{matrix}
ight..

We finally define arepsilon:=Y-f(X_1,\cdots,X_p; heta).