Kernel regression estimation with np PDF

Title Kernel regression estimation with np
Author Shamraiz Rafeeq
Course Real Analysis
Institution University of Essex
Pages 12
File Size 658.1 KB
File Type PDF
Total Downloads 9
Total Views 134

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Kernel regression estimation with np The np package provides a complete framework for performing a more sophisticated nonparametric regression estimation for local constant and linear estimators, and for computing cross-validation bandwidths. The two workhorse functions for these tasks are np::npreg and np::npregbw, which they illustrate the philosophy behind the np package: first, a suitable bandwidth for the nonparametric method is found (via np::npregbw) and stored in an rbandwidth object; then, a fitting function ( np::npreg) is called on that rbandwidth object, which contains all the needed information. # Data -- nonlinear trend data(Auto, package = "ISLR") X...


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