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gianluca

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  1. Hello,

    An overdetermined system of linear equation

    y = A x + z
    with y vector of known real numbers of dimension m; x vector of unknown real numbers of dimension n; z vector of Gaussian noise of dimension m and A the known coefficient matrix.

    it is characterized by 3 aspects:
    1)
    The unknown x exhibits elements with order of magnitude difference among them.
    example: x is 4 elements and I know in advance that two of them will be around 10^4 and 2 around 10^0

    2)
    The vector z is a noise and each of its element is a Gaussian number with zero mean and known variance.
    Basically those are measurements coming from sensors of different "quality", i.e., different variance

    3)
    Eventually z is composed by elements with a predominant variance.
    Example, 80% of the elements of z comes from the same sensor with the same variance and 20% from others

    Question:
    can someone please link me to a textbook where such numerical aspects are elaborated?
    I'm not an expert but I guess that a simple pseudoinverse is not the "best" solution

    Thanks in advance,
    g.
     
     
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