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This paper is the attempt to summarize the state of art in additive and generalized additive models (GAM). The emphasis is on approaches and numerical procedures which have emerged since the monograph of Hastie and Tibshirani (1990) although reconsidering certain aspects of their work. Apart...
Persistent link: https://www.econbiz.de/10009578569
general test of significance for qualitative variables in a nonparametric regression. In the case of a fixed C, our procedure … all alternatives. We study its small sample behavior through Monte-Carlo simulations. -- Nonparametric regression …
Persistent link: https://www.econbiz.de/10009578576
We develop inference tools in a semiparametric regression model with missing response data. A semiparametric regression … likelihood method is developed. It is shown that when missing responses are imputed using the semiparametric regression method …
Persistent link: https://www.econbiz.de/10009620774
Additive modelling has been widely used in nonparametric regression to circumvent the "curse of dimensionality", by … reducing the problem of estimating a multivariate regression function to the estimation of its univariate components …
Persistent link: https://www.econbiz.de/10009626746
Additive modelling is known to be useful for multivariate nonparametric regression as it reduces the complexity of … problem to the level of univariate regression. This usefulness could be compromised if the data set was contaminated by … procedure for the additive component of the regression function , less sensitive to possible outliers in the sample. Our …
Persistent link: https://www.econbiz.de/10009627283
Persistent link: https://www.econbiz.de/10009627285
Chaudhuri, Doksum and Samarov (1997) have recently stressed the usefulness of the quantile regression formulation for … survival analysis and for transformation models, more generally. In this paper, we explore the use of quantile regression in …-specific mortality in a population of roughly 1.2 million Mediterranean fruit flies (Ceratitis Capitata). The quantile regression …
Persistent link: https://www.econbiz.de/10009580464
Applying nonparametric variable selection criteria in nonlinear regression models generally requires a substantial … without problems. -- nonlinear regression ; Autoregression ; nonlinear time series ; nonparametric variable selection ; time …
Persistent link: https://www.econbiz.de/10009580488
bonds ; forward curve ; Hilbert space ; local linear ; nonparametric regression ; Yield curve …
Persistent link: https://www.econbiz.de/10009580489
Persistent link: https://www.econbiz.de/10009581094