In this chapter, we develop an asymptotic theory concerning the rates of convergence of penalized likelihood estimates to the target functions as the sample size goes to infinity. The rates are calculated in terms of problem-specific loss functions derived from the respective stochastic settings.
KeywordsConvergence Rate Fourier Coefficient Asymptotic Convergence Fourier Series Expansion Hazard Estimate
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