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Nearest shrunken centroids via alternative genewise shrinkages

Choi, Byeong Yeob; Bair, Eric; Lee, Jae Won

ArticleIssue Date2017CitationPLOS ONE, v.12, no.2PublisherPUBLIC LIBRARY SCIENCE

SCIESCOPUS

A variational Bayes approach to a semiparametric regression using Gaussian process priors

Ong, Victor M. H.; Mensah, David K.; Nott, David J.; Jo, Seongil; Park, Beomjo; Choi, Taeryon

ArticleIssue Date2017CitationELECTRONIC JOURNAL OF STATISTICS, v.11, no.2, pp 4258 - 4296PublisherINST MATHEMATICAL STATISTICS

SCIESCOPUS

bsamGP: An R Package for Bayesian Spectral Analysis Models Using Gaussian Process Priors

Jo, Seongil; Choi, Taeryon; Park, Beomjo; Lenk, Peter

ArticleIssue Date2019CitationJOURNAL OF STATISTICAL SOFTWARE, v.90, no.10PublisherJOURNAL STATISTICAL SOFTWARE

SCIESCOPUS

Weighted validation of heteroscedastic regression models for better selection

Jung, Yoonsuh; Kim, Hayoung

ArticleIssue Date2022CitationSTATISTICAL ANALYSIS AND DATA MINING, v.15, no.1, pp 57 - 68PublisherWILEY

SCIESCOPUS

A fast algorithm for the accelerated failure time model with high-dimensional time-to-event data

Choi, Taehwa; Choi, Sangbum

ArticleIssue Date2021CitationJOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, v.91, no.16, pp 3385 - 3403PublisherTAYLOR & FRANCIS LTD

SCIESCOPUS

Hierarchically penalized quantile regression

Kang, Jongkyeong; Bang, Sungwan; Jhun, Myoungshic

ArticleIssue Date2016CitationJOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, v.86, no.2, pp 340 - 356PublisherTAYLOR & FRANCIS LTD

SCIE

Regularization paths of L-1-penalized ROC Curve-Optimizing Support Vector Machines

Kim, Hyungwoo; Sohn, Insuk; Shin, Seung Jun

ArticleIssue Date2021CitationSTAT, v.10, no.1PublisherWILEY

SCIESCOPUS

Oracle properties of SCAD-penalized support vector machine

Park, Changyi; Kim, Kwang-Rae; Myung, Rangmi; Koo, Ja-Yong

ArticleIssue Date2012CitationJOURNAL OF STATISTICAL PLANNING AND INFERENCE, v.142, no.8, pp 2257 - 2270PublisherELSEVIER SCIENCE BV

SCIESCOPUS

Sparse signal shrinkage and outlier detection in high-dimensional quantile regression with variational Bayes

Lim, Daeyoung; Park, Beomjo; Nott, David; Wang, Xueou; Choi, Taeryon

ArticleIssue Date2020CitationSTATISTICS AND ITS INTERFACE, v.13, no.2, pp 237 - 249PublisherINT PRESS BOSTON, INC

SCIESCOPUS

Penalized B-spline estimator for regression functions using total variation penalty

Jhong, Jae-Hwan; Koo, Ja-Yong; Lee, Seong-Whan

ArticleIssue Date2017CitationJOURNAL OF STATISTICAL PLANNING AND INFERENCE, v.184, pp 77 - 93PublisherELSEVIER SCIENCE BV

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