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Kim, Heeyoung (김희영)
부교수, Department of Industrial & Systems Engineering(산업및시스템공학과)

http://istat.kaist.ac.kr/

Research Area
Data Mining, Nonparametric Regression, Spatial Data Modeling, Design of Experiments
Co-researchers
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    NO Title, Author(s) (Publication Title, Volume Issue, Page, Issue Date)
    1
    Combined unsupervised-supervised machine learning for phenotyping complex diseases with its application to obstructive sleep apnea

    Ma, Eun-Yeol; Kim, Jeong-Whun; Lee, Youngmin; et al, SCIENTIFIC REPORTS, v.11, 2021-02

    2
    Bayesian nonparametric latent class model for longitudinal data

    Koo, Wonmo; Kim, Heeyoungresearcher, STATISTICAL METHODS IN MEDICAL RESEARCH, v.29, no.11, pp.3381 - 3395, 2020-11

    3
    Semi-Supervised Multi-Label Learning for Classification of Wafer Bin Maps With Mixed-Type Defect Patterns

    Lee, Hyuck; Kim, Heeyoungresearcher, IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, v.33, no.4, pp.653 - 662, 2020-11

    4
    Memory-Augmented Convolutional Neural Networks With Triplet Loss for Imbalanced Wafer Defect Pattern Classification

    Hyun, Yunseung; Kim, Heeyoungresearcher, IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, v.33, no.4, pp.622 - 634, 2020-11

    5
    Multiresolution spatial generalized linear mixed model for integrating multi-fidelity spatial count data without common identifiers between data sources

    Kim, Sungil; Duan, Rong; Ma, Guang-Qin; et al, SPATIAL STATISTICS, v.39, 2020-10

    6
    Variational Deep Clustering of Wafer Map Patterns

    Hwang, Jonghyun; Kim, Heeyoungresearcher, IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, v.33, no.3, pp.466 - 475, 2020-08

    7
    Bayesian Nonparametric Joint Mixture Model for Clustering Spatially Correlated Time Series

    Lee, Youngmin; Kim, Heeyoungresearcher, TECHNOMETRICS, v.62, no.3, pp.313 - 329, 2020-07

    8
    A Bayesian nonparametric mixture measurement error model with application to spatial density estimation using mobile positioning data with multi-accuracy and multi-coverage

    Lee, Youngmin; Jeong, Taewon; Kim, Heeyoungresearcher, TECHNOMETRICS, v.62, no.2, pp.173 - 183, 2020-04

    9
    Fault Classification in High-Dimensional Complex Processes Using Semi-Supervised Deep Convolutional Generative Models

    Ko, Taeyoung; Kim, Heeyoungresearcher, IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, v.16, no.4, pp.2868 - 2877, 2020-04

    10
    A Multiscale Spatially Varying Coefficient Model for Regional Analysis of Topsoil Geochemistry

    Kim, Keunseo; Kim, Hyojoong; Kim, Vinnam; et al, JOURNAL OF AGRICULTURAL BIOLOGICAL AND ENVIRONMENTAL STATISTICS, v.25, no.1, pp.74 - 89, 2020-03

    11
    Crime Risk Maps: A Multivariate Spatial Analysis of Crime Data

    Chung, Jihoon; Kim, Heeyoungresearcher, GEOGRAPHICAL ANALYSIS, v.51, no.4, pp.475 - 499, 2019-10

    12
    A practical approach to measuring the impacts of stockouts on demand

    Kim, Sungil; Kim, Heeyoungresearcher; Lu, Jye-Chyi, JOURNAL OF BUSINESS & INDUSTRIAL MARKETING, v.34, no.4, pp.891 - 901, 2019-06

    13
    Spatiotemporal auto-regressive model for origin-destination air passenger flows

    Kim, Keunseo; Kim, Vinnam; Kim, Heeyoungresearcher, JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, v.182, no.3, pp.1003 - 1016, 2019-06

    14
    Spatial cluster detection in mobility networks: a copula approach

    Kim, Heeyoungresearcher; Duan, Rong; Kim, Sungil; et al, JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, v.68, no.1, pp.99 - 120, 2019-01

    15
    Modeling the probability of a batter/pitcher matchup event: A Bayesian approach

    Doo, Woojin; Kim, Heeyoungresearcher, PLOS ONE, v.13, no.10, 2018-10

    16
    Functional logistic regression with fused lasso penalty

    Kim, Hyojoong; Kim, Heeyoungresearcher, JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, v.88, no.15, pp.2982 - 2999, 2018-08

    17
    Classification of Mixed-Type Defect Patterns in Wafer Bin Maps Using Convolutional Neural Networks

    Kyeong, Kiryong; Kim, Heeyoungresearcher, IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING, v.31, no.3, pp.395 - 402, 2018-08

    18
    TRAILSENSE: Crowdsensing Risky Mountain Trail Segments

    Kim, Keunseo; Zabihi, Hengameh; Kim, Heeyoungresearcher; et al, MOBILE COMPUTING AND COMMUNICATIONS REVIEW, v.22, no.2, pp.22 - 26, 2018-06

    19
    Application of kernel principal component analysis to multi-characteristic parameter design problems

    Soh, Woo Jin; Kim, Heeyoungresearcher; Yum, Bong-Jinresearcher, ANNALS OF OPERATIONS RESEARCH, v.263, no.1-2, pp.69 - 91, 2018-04

    20
    Detection and clustering of mixed-type defect patterns in wafer bin maps

    Kim, Jinho; Lee, Youngmin; Kim, Heeyoungresearcher, IISE TRANSACTIONS , v.50, no.2, pp.99 - 111, 2018-01
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