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Iosif Pinelis
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Let $x=[x^1,\dots,x^p]^T:=x_1$, $y:=xx^T$, $w:=y-Ey$, and $s:=\sum_1^n x_ix_i^T$. Then, by the appropriate laws of large numbers, $s/n\to Ey$ almost surely and hence in probability and in distribution, provided that $Ey$ exists in $\mathbb R^{p\times p}$. Everywhere here, the convergence is for $n\to\infty$.

Iosif Pinelis
  • 127.8k
  • 8
  • 107
  • 229