Nonparametric density estimation from censored data

Nonparametric estimation of the probability density function f° of a lifetime distribution based on arbitrarily right-censor-ed observations from f° has been studied extensively in recent years. In this paper the density estimators from censored data that have been obtained to date are outlined. Histogram, kernel-type, maximum likelihood, series-type, and Bayesian nonparametric estimators are included. Since estimation of the hazard rate function can be considered as giving a density estimate, all known results concerning nonparametric hazard rate estimation from censored samples are also briefly mentioned.

[1]  W. J. Padgett,et al.  Maximum likelihood estimation of a distribution function with increasing failure rate based on censored observations , 1980 .

[2]  D. Cox Regression Models and Life-Tables , 1972 .

[3]  Purushottam W. Laud,et al.  A Bayesian Nonparametric Approach to Reliability , 1981 .

[4]  J. Kalbfleisch,et al.  The Statistical Analysis of Failure Time Data , 1980 .

[5]  R. Tapia,et al.  Nonparametric Probability Density Estimation , 1978 .

[6]  P. Bickel,et al.  On Some Global Measures of the Deviations of Density Function Estimates , 1973 .

[7]  N. Breslow,et al.  A Large Sample Study of the Life Table and Product Limit Estimates Under Random Censorship , 1974 .

[8]  Thomas J. Santner,et al.  Maximum likelihood estimation of the survival function based on censored data under hazard rate assumptions , 1981 .

[9]  E. Gehan Estimating survival functions from the life table. , 1969, Journal of chronic diseases.

[10]  A. Földes,et al.  STRONG UNIFORM CONSISTENCY FOR NONPARAMETRIC SURVIVAL CURVE ESTIMATORS FROM RANDOMLY CENSORED DATA , 1981 .

[11]  Søren Johansen,et al.  The product limit estimator as maximum likelihood estimator , 1978 .

[12]  Michael E. Tarter,et al.  Trigonometric Maximum Likelihood Estimation and Application to the Analysis of Incomplete Survival Information , 1979 .

[13]  T. Ferguson,et al.  Bayesian Nonparametric Estimation Based on Censored Data , 1979 .

[14]  M. Rosenblatt,et al.  On the Maximal Deviation of $k$-Dimensional Density Estimates , 1976 .

[15]  A. Földes,et al.  A LIL type result for the product limit estimator , 1981 .

[16]  Lajos Horváth,et al.  On the Koziol-Green model for random censorship , 1981 .

[17]  Martin A. Tanner,et al.  A Note on the Variable Kernel Estimator of the Hazard Function from Randomly Censored Data , 1983 .

[18]  J. Kalbfleisch Statistical Inference Under Order Restrictions , 1975 .

[19]  S. Csörgo,et al.  Strong approximations of some biometric estimates under random censorship , 1981 .

[20]  T. Ferguson Prior Distributions on Spaces of Probability Measures , 1974 .

[21]  M. Friedman Piecewise Exponential Models for Survival Data with Covariates , 1982 .

[22]  Albert Y. Lo,et al.  On a Class of Bayesian Nonparametric Estimates: I. Density Estimates , 1984 .

[23]  M. Rosenblatt Remarks on Some Nonparametric Estimates of a Density Function , 1956 .

[24]  T. Wagner,et al.  Nonparametric estimates of probability densities , 1975, IEEE Trans. Inf. Theory.

[25]  M. J. Fryer A Review of Some Non-parametric Methods of Density Estimation , 1977 .

[26]  Frank Proschan,et al.  Maximum Likelihood Estimation for Distributions with Monotone Failure Rate , 1965 .

[27]  B. B. Winter,et al.  Strong consistency properties of nonparametric estimators for randomly censored data, II: Estimation of density and failure rate , 1981 .

[28]  James A. Koziol,et al.  A Cramér-von Mises statistic for randomly censored data , 1976 .

[29]  W. J. Padgett,et al.  Maximum likelihood estimation of un1modal and decreasing densities based on arbitrarily right-censored data , 1982 .

[30]  E. Parzen On Estimation of a Probability Density Function and Mode , 1962 .

[31]  F. W. Scholz,et al.  Towards a unified definition of maximum likelihood , 1980 .

[32]  Lagakos Sw General right censoring and its impact on the analysis of survival data. , 1979 .

[33]  B. B. Winter,et al.  Strong consistency properties of nonparametric estimators for randomly censored data, I: The product-limit estimator , 1980 .

[34]  M. Hollander,et al.  Small-Sample Results for the Kaplan-Meier Estimator , 1982 .

[35]  E. Wegman Nonparametric Probability Density Estimation: I. A Summary of Available Methods , 1972 .

[36]  T. Ferguson A Bayesian Analysis of Some Nonparametric Problems , 1973 .

[37]  H. Ramlau-Hansen Smoothing Counting Process Intensities by Means of Kernel Functions , 1983 .

[38]  Wing Hung Wong,et al.  Data-Based Nonparametric Estimation of the Hazard Function with Applications to Model Diagnostics and Exploratory Analysis , 1984 .

[39]  Jon A. Wellner,et al.  Asymptotic Optimality of the Product Limit Estimator , 1982 .

[40]  Martin A. Tanner,et al.  The Estimation of the Hazard Function from Randomly Censored Data by the Kernel Method , 1983 .

[41]  M. R. Leadbetter,et al.  Hazard Analysis , 2018, System Safety Engineering and Risk Assessment.

[42]  E. Kaplan,et al.  Nonparametric Estimation from Incomplete Observations , 1958 .

[43]  M. R. Leadbetter,et al.  HAZARD ANALYSIS II , 1964 .

[44]  P. Révész On empirical density function , 1972 .

[45]  Rupert G. Miller,et al.  Survival Analysis , 2022, The SAGE Encyclopedia of Research Design.

[46]  Jon A. Wellner,et al.  Confidence bands for a survival curve from censored data , 1980 .

[47]  E. Wegman Nonparametric probability density estimation , 1972 .

[48]  B. Efron The two sample problem with censored data , 1967 .

[49]  A bayesian nonparametric estimator of survival probability assuming increasing failure rate , 1981 .

[50]  R. Gill Censoring and stochastic integrals , 1980 .

[51]  C. Tsokos,et al.  Developments in Nonparametric Density-Estimation , 1980 .

[52]  M. D. Burke Approximations of some hazard rate estimators in a competing risks model , 1983 .

[53]  E. Nadaraya On Non-Parametric Estimates of Density Functions and Regression Curves , 1965 .

[54]  J. V. Ryzin,et al.  Nonparametric Bayesian Estimation of Survival Curves from Incomplete Observations , 1976 .

[55]  A. V. Peterson Expressing the Kaplan-Meier estimator as a function of empirical subsurvival functions , 1977 .

[56]  O. Aalen Nonparametric Inference for a Family of Counting Processes , 1978 .

[57]  V. Susarla,et al.  Large Sample Theory for a Bayesian Nonparametric Survival Curve Estimator Based on Censored Samples , 1978 .

[58]  Edward J. Wegman,et al.  Maximum Likelihood Estimation of a Unimodal Density Function , 1970 .