DesignMatrix

As of Version 7.0, DesignMatrix is part of the built-in Wolfram Language kernel.

DesignMatrix[data,funs,vars]
gives the design matrix for data as a linear combination of the functions funs of the variables vars.

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  • To use DesignMatrix, you first need to load the Linear Regression Package using Needs["LinearRegression`"].
  • The i^(th) row of a design matrix contains the values of the basis functions funs evaluated at the values for the i^(th) element in data.
  • The data can have the form {{x1,y1,,f1},{x2,y2,,f2},}, where the number of coordinates x, y, is equal to the number of variables in the list vars.
  • The data can also be of the form {f1,f2,}, with a single coordinate assumed to take values 1,2,.
  • The argument funs can be any list of functions that depend only on the variables vars.
  • The following option can be given:
  • IncludeConstantTruewhether to automatically include a constant as one of the functions
  • With the default setting IncludeConstant->True, the constant 1 is included as the first entry in the list of basis functions if a constant is not included in funs.

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基本范例  (2)基本范例  (2)

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Design matrix for a straight line:

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Design matrix for a quadratic curve:

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