As we shall illustrate in Chapter 12, statistical methods associated with linear and nonlinear models are very

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As we shall illustrate in Chapter 12, statistical methods associated with linear and nonlinear models are very important. In fact, exponential functions are often used in a wide variety of scientific and engineering problems. Consider a model that is fit to a set of data involving measured values k1 and k2 and a certain response Y to the measurements. The model postulated is Y = σb0 + b1k1 + b2k2, where Y denotes estimated value of Y k1 and k2 are fixed values and b0, b1, and b2 are estimates of constants and hence are random variables. Assume that these random variables are independent and use the approximate formula. For the variance of a non-linear function of more than one variable give an expression for Var(Y). Assume that the means of bo, b1, and bare known and are β0, β1 and β2 and assume that the variances of bo, b1 and b2 are known and are σ20, σ2and σ22.

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Probability & Statistics For Engineers & Scientists

ISBN: 9780130415295

7th Edition

Authors: Ronald E. Walpole, Raymond H. Myers, Sharon L. Myers, Keying

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