Showing 1 - 10 of 14
Consider the d-dimensional unit cube [0,1]d and portion it into n regions, A1,..., An. Select and fix a point in each one of these regions so we have x1,..., xn. Consider observable variables Yi, i = 1,..., n, satisfying the multivariate regression model Yi = g(xi) + [var epsilon]i, where g is...
Persistent link: https://www.econbiz.de/10005254143
In this paper, we provide the almost-sure convergence and the asymptotic normality of a smooth version of the Robbins–Monro algorithm for the quantile estimation. A Monte Carlo simulation study shows that our proposed method works well within the framework of a data stream.
Persistent link: https://www.econbiz.de/10010906229
This paper studies, in a survey sampling framework with unequal probability sampling designs, three nonparametric kernel estimators for the mean curve in presence of discretized trajectories with missing values. Their pointwise variances are approximated thanks to linearization techniques.
Persistent link: https://www.econbiz.de/10011208308
In this paper, we apply the group smoothly clipped absolute deviation (SCAD) penalty to identify the model structure of the semiparametric varying coefficient partially linear model. The performance of the new approach is demonstrated in terms of the theoretical and numerical results.
Persistent link: https://www.econbiz.de/10010662322
We propose Bayesian model selection based on composite datasets, which can be constructed from various subsample estimates. The method remains consistent without fully specifying a probability model, and is useful for dependent data, when asymptotic variance of the parameter estimator is...
Persistent link: https://www.econbiz.de/10010662324
The consistency of the maximum likelihood estimator (MLE) has been well studied in many papers such as Wald (1949 … understand the consistency of the MLE in discrete models. In addition, our work gives a very general and direct proof for the … consistency of the MLE by introducing a parameter-free version of consistency. …
Persistent link: https://www.econbiz.de/10010665597
This paper estimates the change-point for a piecewise hazard regression model in the presence of right censoring and long-term survivors. The maximum likelihood estimators of the change point and other parameters are shown to be consistent. The proposed method is illustrated through analyzing...
Persistent link: https://www.econbiz.de/10010665603
The aim of this paper is to study the consistency of the kernel density estimator pertaining to a continuous time …
Persistent link: https://www.econbiz.de/10011039913
should be consistent. Consistency is an asymptotic criterion: the probability that, if a measure of evidence in data strongly … consistent, while the ratio of likelihoods is. The same holds also with respect to the unconditional consistency criterion. …
Persistent link: https://www.econbiz.de/10011039952
give conditions on the rate of divergence to get the weak and strong consistency as well as the asymptotic normality of the …
Persistent link: https://www.econbiz.de/10010580426