Quadratic Form (statistics) - Expectation

Expectation

It can be shown that

where and are the expected value and variance-covariance matrix of, respectively, and tr denotes the trace of a matrix. This result only depends on the existence of and ; in particular, normality of is not required.

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Famous quotes containing the word expectation:

    The expectation that every neurotic phenomenon can be cured may, I suspect, be derived from the layman’s belief that the neuroses are something quite unnecessary which have no right whatever to exist. Whereas in fact they are severe, constitutionally fixed illnesses, which rarely restrict themselves to only a few attacks but persist as a rule over long periods throughout life.
    Sigmund Freud (1856–1939)

    For, the expectation of gratitude is mean, and is continually punished by the total insensibility of the obliged person. It is a great happiness to get off without injury and heart-burning, from one who has had the ill luck to be served by you. It is a very onerous business, this being served, and the debtor naturally wishes to give you a slap.
    Ralph Waldo Emerson (1803–1882)

    In the United States, though power corrupts, the expectation of power paralyzes.
    John Kenneth Galbraith (b. 1908)