Fast Bspline class 1.0 
Date Added: April 10, 2013  Visits: 263 


fastBSpline  A fast, lightweight class that implements nonuniform B splines of any order Matlab's spline functions are very general. This generality comes at the price of speed. For largescale applications, including model fitting where some components of the model are defined in terms of splines, such as generalized additive models, a faster solution is desirable. The fastBSpline class implements a lightweight set of Bspline features, including evaluation, differentiation, and parameter fitting. The hard work is done by C code, resulting in up to 10x acceleration for evaluating splines and up to 50x acceleration when evaluating of spline derivatives. Nevertheless, fastBSplines are manipulated using an intuitive, high level objectoriented interface, thus allowing Clevel performance without the messiness. Use CompileMexFiles to compile the required files. If mex files are not available, evaluation will be done in .m code, so you may still use the code if you can't use a compiler for your platform. B splines are defined in terms of basis functions: y(x) = sum_i B_i(x,knots)*weights_i B (the basis) is defined in terms of knots, a nondecreasing sequence of values. Each basis function is a piecewise polynomial of order length(knots)length(weights)1. The most commonly used Bspline is the cubic Bspline. In that case there are 4 more knots than there are weights. Another commonly used Bspline is the linear Bspline, whose basis function are shaped like tents, and whose application results in piecewise linear interpolation. The class offers two static functions to fit the weights of a spline: lsqspline and pspline. It includes facilities for computing the basis B and the derivatives of the spline at all points. Constructor: sp = fastBSpline(knots,weights); Example use: %Fit a noisy measurement with a smoothnesspenalized spline (pspline) x = (0:.5:10)'; y = sin(x*pi*.41.9)+randn(size(x))*.2; knots = [0,0,0,0:.5:10,10,10,10]; %Notice there are as many knots as observations %Because there are so many knots, this is an exact interpolant sp1 = fastBSpline.lsqspline(knots,3,x,y); %Fit penalized on the smoothness of the spline sp2 = fastBSpline.pspline(knots,3,x,y,.7); clf; rg = 2:.005:12; plot(x,y,'o',rg,sp1.evalAt(rg),rg,sp2.evalAt(rg)); legend('measured','interpolant','smoothed'); fastBSpline properties: outOfRange  Determines how the spline is extrapolated outside the range of the knots knots  The knots of the spline (read only) weights  The weights of the spline (read only) fastBSpline Methods: fastBSpline  Construct a B spline from weights at the knots lsqspline  Construct a leastsquares spline from noisy measurements pspline  Construct a smoothnesspenalized spline from noisy measurements evalAt  Evaluate a spline at the given points getBasis  Get the values of the underlying basis at the given points Btimesy  Evaluate the product getBasis(x)'*y dx  Returns another fastBSpline object which computes the derivative of the original spline Disclaimer: fastBSpline is not meant to replace Matlab's spline functions; it does not include any code from the Mathworks

License: Shareware  Size: 10 KB 
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