approximate_taylor_polynomial(f, x, degree, scale, order=None)¶
Estimate the Taylor polynomial of f at x by polynomial fitting.
- f : callable
The function whose Taylor polynomial is sought. Should accept a vector of x values.
- x : scalar
The point at which the polynomial is to be evaluated.
- degree : int
The degree of the Taylor polynomial
- scale : scalar
The width of the interval to use to evaluate the Taylor polynomial. Function values spread over a range this wide are used to fit the polynomial. Must be chosen carefully.
- order : int or None, optional
The order of the polynomial to be used in the fitting; f will be evaluated
order+1times. If None, use degree.
- p : poly1d instance
The Taylor polynomial (translated to the origin, so that for example p(0)=f(x)).
The appropriate choice of “scale” is a trade-off; too large and the function differs from its Taylor polynomial too much to get a good answer, too small and round-off errors overwhelm the higher-order terms. The algorithm used becomes numerically unstable around order 30 even under ideal circumstances.
Choosing order somewhat larger than degree may improve the higher-order terms.