Found 133 Documents (Results 1–100)
Analysis of the rate of convergence of two regression estimates defined by neural features which are easy to implement. (English) Zbl 07823222
Causal inference of general treatment effects using neural networks with a diverging number of confounders. (English) Zbl 07803932
Short-term forecasting with a computationally efficient nonparametric transfer function model. (English) Zbl 07780639
Endogeneity in semiparametric threshold regression models with two threshold variables. (English) Zbl 07773935
MSC:
62P20
Deep nonparametric regression on approximate manifolds: nonasymptotic error bounds with polynomial prefactors. (English) Zbl 1539.62111
Time-varying additive model with autoregressive errors for locally stationary time series. (English) Zbl 07706271
MSC:
62-XX
Interpolating population distributions using public-use data: an application to income segregation using American Community Survey data. (English) Zbl 1514.62369
Unified principal component analysis for sparse and dense functional data under spatial dependency. (English) Zbl 07928275
MSC:
62P20
A cross-validated ensemble approach to robust hypothesis testing of continuous nonlinear interactions: application to nutrition-environment studies. (English) Zbl 1507.62342
Penalized polygram regression. (English) Zbl 07643159
MSC:
62-XX
Goal-oriented Shapley effects with special attention to the quantile-oriented case. (English) Zbl 1498.62078
Nonparametric matrix regression function estimation over symmetric positive definite matrices. (English) Zbl 1485.62066
Asymptotic properties of penalized spline estimators in concave extended linear models: rates of convergence. (English) Zbl 1486.62108
Tree based credible set estimation. (English) Zbl 1476.62016
MSC:
62-08
On the rate of convergence of fully connected deep neural network regression estimates. (English) Zbl 1486.62112
Over-parametrized deep neural networks minimizing the empirical risk do not generalize well. (English) Zbl 1504.62052
Reviewer: Pablo Suárez-Serrato (Ciudad de México)
A selective overview of deep learning. (English) Zbl 07368237
MSC:
62-XX
Efficient estimation of the ANOVA mean dimension, with an application to neural net classification. (English) Zbl 1464.62139
Analysis of the rate of convergence of fully connected deep neural network regression estimates with smooth activation function. (English) Zbl 1460.62159
Reviewer: Claudia Simionescu-Badea (Wien)
Nonparametric estimation of marginal effects in regression-spline random effects models. (English) Zbl 1490.62101
Double reinforcement learning for efficient off-policy evaluation in Markov decision processes. (English) Zbl 1525.68113
Efficiently learning structured distributions from untrusted batches. (English) Zbl 07298302
Makarychev, Konstantin (ed.) et al., Proceedings of the 52nd annual ACM SIGACT symposium on theory of computing, STOC ’20, Chicago, IL, USA, June 22–26, 2020. New York, NY: Association for Computing Machinery (ACM). 960-973 (2020).
MSC:
68Qxx
Global kernel estimator and test of varying-coefficient autoregressive model. (English. French summary) Zbl 1522.62085
Numerical meshless solution of high-dimensional sine-Gordon equations via Fourier HDMR-HC approximation. (English) Zbl 1433.65245
On deep learning as a remedy for the curse of dimensionality in nonparametric regression. (English) Zbl 1421.62036
Reviewer: Kévin Allan Sales Rodrigues (São Paulo)
Insights of global sensitivity analysis in biological models with dependent parameters. (English) Zbl 1426.62326
MSC:
62P10
Two-step estimation of time-varying additive model for locally stationary time series. (English) Zbl 1469.62083
Pursuit of dynamic structure in quantile additive models with longitudinal data. (English) Zbl 1469.62048
Partially linear additive models with unknown link functions. (English) Zbl 1408.62080
Reviewer: Oleksandr Kukush (Kyïv)
On Shapley value for measuring importance of dependent inputs. (English) Zbl 1386.65064
MSC:
65C60
65C20
Estimation and variable selection for quantile partially linear single-index models. (English) Zbl 1403.62069
Polynomial spline estimation for partial functional linear regression models. (English) Zbl 1347.65036
Oracle inequalities for the Lasso in the high-dimensional Aalen multiplicative intensity model. (English. French summary) Zbl 1342.62158
Adaptive pointwise estimation of conditional density function. (English. French summary) Zbl 1342.62090
ANOVA decomposition of conditional Gaussian processes for sensitivity analysis with dependent inputs. (English) Zbl 1457.62016
Generalized Sobol sensitivity indices for dependent variables: numerical methods. (English) Zbl 1457.62109
Some new asymptotic theory for least squares series: pointwise and uniform results. (English) Zbl 1331.62250
Semi-nonparametric estimation of the call-option price surface under strike and time-to-expiry no-arbitrage constraints. (English) Zbl 1331.91205
Adaptive estimation of an additive regression function from weakly dependent data. (English) Zbl 1302.62092
Optimal global rates of convergence for noiseless regression estimation problems with adaptively chosen design. (English) Zbl 1360.62177
Spline estimation of functional coefficient regression models for time series with correlated errors. (English) Zbl 1396.62066
Efficient semiparametric estimation in generalized partially linear additive models for longitudinal/clustered data. (English) Zbl 1400.62063
Distribution free estimation of heteroskedastic binary response models using probit/logit criterion functions. (English) Zbl 1443.62477
Generalized additive partial linear models with high-dimensional covariates. (English) Zbl 1290.62054
MSC:
62J12
Discrete non-linear adaptive data driven control based upon simultaneous perturbation stochastic approximation. (English) Zbl 1284.93126
Kernel conditional density estimation when the regressor is valued in a semi-metric space. (English) Zbl 1462.62214
A joint regression analysis for genetic association studies with outcome stratified samples. (English) Zbl 1274.62905
Generalized Hoeffding-Sobol decomposition for dependent variables – application to sensitivity analysis. (English) Zbl 1334.62098
Adaptive estimation of multivariate functions using conditionally Gaussian tensor-product spline priors. (English) Zbl 1295.62007
Spline nonparametric quasi-likelihood regression within the frame of the accelerated failure time model. (English) Zbl 1255.62124
Partially monotone tensor spline estimation of the joint distribution function with bivariate current status data. (English) Zbl 1254.62046
Local instrumental variable method for the generalized additive-interactive nonlinear volatility model estimation. (English) Zbl 1242.91191
Estimation and variable selection for generalized additive partial linear models. (English) Zbl 1227.62053
Oracle-efficient nonparametric estimation of an additive model with an unknown link function. (English) Zbl 1218.62034
Focused information criterion and model averaging for generalized additive partial linear models. (English) Zbl 1209.62088
Polynomial spline estimation for a generalized additive coefficient model. (English) Zbl 1223.62134
Reviewer: R. E. Maiboroda (Kyïv)
Robust estimates in generalised varying-coefficient partially linear models. (English) Zbl 1359.62125
Pricing of high-dimensional American options by neural networks. (English) Zbl 1195.91160
Reviewer: Pavel Stoynov (Sofia)
Rate-optimal estimation for a general class of nonparametric regression models with unknown link functions. (English) Zbl 1129.62034
Spline-backfitted kernel smoothing of nonlinear additive autoregression model. (English) Zbl 1129.62038
Polynomial spline estimation and inference of proportional hazards regression models with flexible relative risk form. (English) Zbl 1111.62035
Nonasymptotic bounds on the \(L_{2}\) error of neural network regression estimates. (English) Zbl 1095.62113
Flexible modeling via a hybrid estimation scheme in generalized mixed models for longitudinal data. (English) Zbl 1091.62058
Adaptive regression estimation with multilayer feedforward neural networks. (English) Zbl 1121.62043
General empirical Bayes wavelet methods and exactly adaptive minimax estimation. (English) Zbl 1064.62009
A comparison of different nonparametric methods for inference on additional models. (English) Zbl 1055.62039
An application of nonprarametric Cox regression model in reliability analysis: a case study. (English) Zbl 1248.62193
How well can a regression function be estimated if the distribution of the (random) design is concentrated on a finite set? (English) Zbl 1045.62032
Optimal global rate of convergence in nonparametric regression with left-truncated and right-censored data. (English) Zbl 1035.62032
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