APLIKASI METODE KERNEL DALAM ESTIMASI FUNGSI HAZARD
Bambang Avip Priatna
Abstract
Let T be a nonnegative random variable representing the lifetimes of individuals in some population. Let f(t) denote the probability density function of T and F(t) denote the distribution function of T, the hazard function of T defined as
If equation (1) integrated we have cumulative hazard function H (t).
This paper describes application of kernel method for estimation of hazard function h (.) based censoring data. And then we will show that the hazard estimator is unbiased asymptotically, consistent, and normal asymptotically.
Keywords
kernel methods; estimation hazard function
References
Eubank, R. L. (1988). “Spline smoothing and Nonparametric Regression”. New York : Marcel Dekker.
Gasser, Th., Muller, H. G. (1979). “Kernel estimation of regression functions”. In Smoothing Teqniques for Curve Estimation. Gesser, Th. Dan Rosenblatt, M. (eds.). Heidelberg : Springer.
Klein, J. P,. Moeschberger, M.L. (1997). “Survival Analysis” : Techniques for Cencored and Trucated Data”. New York : Springer-Verlag.
Lawless, J.F. (1982). “Statistical Models and Methods for Lifetime Data”. New York: John Wiley & Sons.
Ramlau-Hansen, H. (1983). “Smoothing Counting Processes by Mean of Kernel Function”. The Annals of Statistics, 11, 453-466.
DOI:
https://doi.org/10.18269/jpmipa.v6i2.34987
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