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Patch-based nonlocal functional for denoising fluorescence microscopy image sequences
We present a nonparametric regression method for denoising 3-D image sequences
acquired via fluorescence microscopy. The proposed method exploits the redundancy of the …
acquired via fluorescence microscopy. The proposed method exploits the redundancy of the …
A review study of functional autoregressive models with application to energy forecasting
In this data‐rich era, it is essential to develop advanced techniques to analyze and
understand large amounts of data and extract the underlying information in a flexible way …
understand large amounts of data and extract the underlying information in a flexible way …
Learning by mirror averaging
A Juditsky, P Rigollet, AB Tsybakov - 2008 - projecteuclid.org
Given a finite collection of estimators or classifiers, we study the problem of model selection
type aggregation, that is, we construct a new estimator or classifier, called aggregate, which …
type aggregation, that is, we construct a new estimator or classifier, called aggregate, which …
Inhomogeneous dependence modeling with time-varying copulae
Measuring dependence in multivariate time series is tantamount to modeling its dynamic
structure in space and time. In risk management, the nonnormal behavior of most financial …
structure in space and time. In risk management, the nonnormal behavior of most financial …
Testing for measurement equivalence of human values across online and paper-and-pencil surveys
E Davidov, F Depner - Quality & Quantity, 2011 - Springer
The following study investigates the measurement equivalence of an online and paper-and-
pencil (PAP) survey of human values. For this purpose, a total of 250 respondents …
pencil (PAP) survey of human values. For this purpose, a total of 250 respondents …
Kullback-Leibler aggregation and misspecified generalized linear models
P Rigollet - The Annals of Statistics, 2012 - JSTOR
In a regression setup with deterministic design, we study the pure aggregation problem and
introduce a natural extension from the Gaussian distribution to distributions in the …
introduce a natural extension from the Gaussian distribution to distributions in the …
An adaptive functional autoregressive forecast model to predict electricity price curves
Y Chen, B Li - Journal of Business & Economic Statistics, 2017 - Taylor & Francis
We propose an adaptive functional autoregressive (AFAR) forecast model to predict
electricity price curves. With time-varying operators, the AFAR model can be safely used in …
electricity price curves. With time-varying operators, the AFAR model can be safely used in …
Localized realized volatility modeling
With the recent availability of high-frequency financial data the long-range dependence of
volatility regained researchers' interest and has led to the consideration of long-memory …
volatility regained researchers' interest and has led to the consideration of long-memory …
Value at risk estimation
Y Chen, J Lu - Handbook of computational finance, 2011 - Springer
This chapter reviews the recent developments of Value at Risk (VaR) estimation. In this
survey, the most available univariate and multivariate methods are presented. The …
survey, the most available univariate and multivariate methods are presented. The …
[PDF][PDF] Rates of convergence for density estimation with generative adversarial networks
In this work we undertake a thorough study of the non-asymptotic properties of the vanilla
generative adversarial networks (GANs). We prove a sharp oracle inequality for the Jensen …
generative adversarial networks (GANs). We prove a sharp oracle inequality for the Jensen …