Search results
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Title
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Multivariate Functional Predictor Selection
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Author
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Mahzarnia, Ali
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Date Created
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2021
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Subjects--Topical
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Mathematics, Statistics
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Description
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We propose methods for functional predictor selection and the estimation of smooth functional coefficients simultaneously in a scalar-on-function regression problem under a high-dimensional multivariate functional data setting. In particular, we d...
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Title
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NONPARAMETRIC PREDICTIVE REGRESSION
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Author
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Yu, Xintian
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Date Created
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2016
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Subjects--Topical
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Statistics, Finance, Economics
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Description
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In financial time series nonlinear effects and time-varying effects are observed. In this dissertation we propose a predictive regression model with time varying coefficients and functional coefficients. It allows for nonstationary predictors. We establi...
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Title
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Non-linear associations between the urban built environment and commuting modal split : a random forest approach and SHAP evaluation
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Author
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Thill, Jean-Claude, Hatami, Faizeh, Rahman, Md. Mokhlesur, Nikparvar, Behnam
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Date Created
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2023
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Subjects--Topical
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Commuting, Statistics
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Description
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The study of commuting mode choice is crucial since driving, with all its associated environmental and economic consequences, is the United States' most popular mode of transportation due to urban sprawl, priority to road construction and America'...
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Title
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Non-nested Model Selection via Empirical Likelihood
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Author
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Zhao, Cong
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Date Created
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2017
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Subjects--Topical
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Statistics
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Description
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In this dissertation we propose an empirical likelihood ratio (ELR) test to conductnon-nested model selection. It allows for heteroscedasticity and works for any twosupervised statistical learning methods under mild conditions. We establish asympt...
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Title
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ROBUST GENERALIZED LIKELIHOOD RATIO TEST BASED ON PENALIZATION
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Author
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Zhang, Meijiao
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Date Created
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2018
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Subjects--Topical
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Statistics
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Description
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The Least absolute deviation combined with the Least absolute shrinkage andselection operator (LAD-LASSO) estimator can do regression shrinkage and selectionand is also resistant to outliers or heavy-tailed errors which is proposed in Wang etal. (...
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Title
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SEVERAL STATISTICAL RESULTS UNDER MULTINOMIAL DISTRIBUTION WITH INFINITE CATEGORIES
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Author
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Zhou, Jun
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Date Created
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2009
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Subjects--Topical
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Statistics, Mathematics
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Description
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This dissertation discusses several statistical results under multinomial distribution with infinite categories. Firstly, the discussion focuses on Simpson's diversity index and Turing's formula. We established an unbiased estimate for the newly p...
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Title
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STATISTICAL ANALYSIS OF MARK-SPECIFIC PROPORTIONAL HAZARDS MODEL
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Author
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Li, Mei
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Date Created
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2011
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Subjects--Topical
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Statistics
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Description
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Competing risks occur frequently in survival analysis, and in some cases, the competingrisks are not discrete. In this dissertation, we develop some statistical inferences to analyzecontinuous competing risks.In Chapter 2, inspired by the HIV vacc...
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Title
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STRUCTURAL ESTIMATIONS OF PRICE-OCCUPANCY RELATIONSHIP IN URBAN PARKING SYSTEMS
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Author
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Muraleedharan, Adarsh
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Date Created
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2018
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Subjects--Topical
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Management, Statistics, City planning
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Description
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Parking is a significant facet of the urban transportation system, with a collective revenue of nearly $30 billion in the United States by the end of 2018. Motivated by the inter-temporal demand and supply imbalance as well as the sub-optimal park...
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Title
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Semiparametric Additive Hazards Models with Missing Covariates
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Author
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Subedi, Pramesh
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Date Created
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2021
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Subjects--Topical
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Statistics, Biometry
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Description
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The case-cohort study design was originally proposed by Prentice (1986). Under this design,a random sub-cohort of individuals is selected from the cohort of study. Full covariate data are collected from all the cases in the cohort and the sub-coho...
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Title
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Short Term Ex-ante Load Forecasting
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Author
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Li, Yike
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Date Created
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2022
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Subjects--Topical
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Statistics
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Description
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Short-term load forecasting (STLF) is a conventional process at power companies to serve for better decision-making in their daily operations. Weather factors play a key role in STLF. In practice, an online STLF system typically requires the use o...
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Title
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Statistical measures to quantify similarity between molecular dynamics simulation trajectories
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Author
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Jacobs, Donald J., Farmer, Jenny, Kanwal, Fareeha, Nikulsin, Nikita
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Date Created
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2017
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Subjects--Topical
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Molecular dynamics, Statistics
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Description
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Molecular dynamics simulation is commonly employed to explore protein dynamics. Despite the disparate timescales between functional mechanisms and molecular dynamics (MD) trajectories, functional differences are often inferred from differences in ...
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Title
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TESTING PREDICTABILITY OF ASSET RETURNS
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Author
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Wu, Li
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Date Created
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2014
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Subjects--Topical
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Statistics, Finance
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Description
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In this paper, a L2 type nonparametric test is developed to test a specific nonlinear parametric regression model with near-integrated regressors. The asymptotic distributions of the proposed test statistic under both null and alternative hypothes...