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Answers for “为了获得唯一的插值函数必须添加什么?”

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In the bivariate formulation, interpolation requires the fitted function to match the measured values exactly at every given data point, expressed as zi=F(xi,yi)z_i = F(x_i, y_i). Approximation relaxes this exact fitting by allowing a deviation or error term e(xi,yi)e(x_i, y_i), expressed as zi=F(xi,yi)+e(xi,yi)z_i = F(x_i, y_i) + e(x_i, y_i).

Conditions: Given m points (xi,yi,zi)(x_i, y_i, z_i) with i=1,mi=1,m.; Find a function F(x,y)F(x,y).; Interpolation requires exact matching at the sample points.; Approximation allows an error term e(xi,yi)e(x_i, y_i).

Understand why

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Interpolation is said to have no unique solution because, given only the requirement that a function pass through the data points, there exist infinitely many different functions that can satisfy this exact condition. The difficulty of the problem lies not in the existence of an interpolant, but in selecting among the many valid functions.

Conditions: A finite set of data points is given.; No extra constraints beyond passage through the points are imposed.