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Jan 10, 2012 at 18:39 comment added whuber Looking at the simplest non-trivial example can help. For instance, when $\mathbf{x}$ is a row vector of length 2, say with components $x_1$ and $x_2$, then $\mathbf{x}^t$ is a column vector of length 2 with components $x_1$ and $x_2$. The expectations are $E[x_1]$ and $E[x_2]$: these are the components of $E[\mathbf{x}]$ and $E[\mathbf{x}^t]$; the only difference is that in the first case they are arranged side-by-side in the row vector and in the second they are arranged top-to-bottom in the column vector.
Jan 10, 2012 at 18:21 comment added Swiss Army Man Thanks, can you give me a direction for the long answer or a reference? I'm very curious about the fundamental reason.
Jan 10, 2012 at 17:38 history answered jbowman CC BY-SA 3.0