Junho Song

Junho Song

Seoul National University

Professor

Department of Civil and Environmental Engineering

Research Area

  • #Computer science
  • #Mathematical optimization
  • #Engineering
  • #Structural engineering
  • #Probabilistic logic
  • #Mathematics
  • #Reliability engineering
  • #Random variable
  • #Source code
  • #Structural system

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Related papers to
‘ Computer science ‘ : 23

  • Accelerated Monte Carlo system reliability analysis through machine-learning-based surrogate models of network connectivity

    2017/08

    4.1 Impact Factor

    31 citations

    Raphael E. Stern, Junho Song, Daniel B. Work

    DOI : 10.1016/J.RESS.2017.01.021

    • #Computer science
    • #Artificial intelligence
    • #Machine learning
    • #Sampling (statistics)
    • #Monte Carlo method
    • #Logistic regression
    • #Support vector machine
    • #Classifier (linguistics)
    • #Surrogate model
    • #Hybrid Monte Carlo
    • #Monte Carlo integration

All papers authored by
‘ Junho Song ’ : 45

  • Cross-entropy-based adaptive importance sampling using von Mises-Fisher mixture for high dimensional reliability analysis

    2016/03
    STRUCTURAL SAFETY

    3.0 Impact Factor

    36 citations

    Ziqi Wang, Junho Song

    DOI : 10.1016/J.STRUSAFE.2015.11.002

    • #Mathematics
    • #Mathematical optimization
    • #Sampling (statistics)
    • #Mixture model
    • #Cross entropy
    • #Importance sampling
    • #Adaptive sampling
    • #Umbrella sampling
    • #Slice sampling
    • #Von Mises-Fisher distribution

Related papers to
‘ Computer science ‘ : 23

  • Accelerated Monte Carlo system reliability analysis through machine-learning-based surrogate models of network connectivity

    2017/08
    RELIABILITY ENGINEERING & SYSTEM SAFETY

    4.1 Impact Factor

    31 citations

    Raphael E. Stern, Junho Song, Daniel B. Work

    DOI : 10.1016/J.RESS.2017.01.021

    • #Computer science
    • #Artificial intelligence
    • #Machine learning
    • #Sampling (statistics)
    • #Monte Carlo method
    • #Logistic regression
    • #Support vector machine
    • #Classifier (linguistics)
    • #Surrogate model
    • #Hybrid Monte Carlo
    • #Monte Carlo integration
  • Hamiltonian Monte Carlo methods for Subset Simulation in reliability analysis

    2019/01
    STRUCTURAL SAFETY

    4.5 Impact Factor

    28 citations

    Ziqi Wang, Marco Broccardo, Junho Song

    DOI : 10.1016/J.STRUSAFE.2018.05.005

    • #Computer science
    • #Statistical physics
    • #Gaussian
    • #Probability distribution
    • #Random walk
    • #Probability space
    • #Markov chain Monte Carlo
    • #Hamiltonian mechanics
    • #Hybrid Monte Carlo
    • #Subset simulation

Get access to
Contact information

Log in

All papers authored by
‘ Junho Song ’ : 45

  • Cross-entropy-based adaptive importance sampling using von Mises-Fisher mixture for high dimensional reliability analysis

    2016/03
    STRUCTURAL SAFETY

    3.0 Impact Factor

    36 citations

    Ziqi Wang, Junho Song

    DOI : 10.1016/J.STRUSAFE.2015.11.002

    • #Mathematics
    • #Mathematical optimization
    • #Sampling (statistics)
    • #Mixture model
    • #Cross entropy
    • #Importance sampling
    • #Adaptive sampling
    • #Umbrella sampling
    • #Slice sampling
    • #Von Mises-Fisher distribution
  • Accelerated Monte Carlo system reliability analysis through machine-learning-based surrogate models of network connectivity

    2017/08
    RELIABILITY ENGINEERING & SYSTEM SAFETY

    4.1 Impact Factor

    31 citations

    Raphael E. Stern, Junho Song, Daniel B. Work

    DOI : 10.1016/J.RESS.2017.01.021

    • #Computer science
    • #Artificial intelligence
    • #Machine learning
    • #Sampling (statistics)
    • #Monte Carlo method
    • #Logistic regression
    • #Support vector machine
    • #Classifier (linguistics)
    • #Surrogate model
    • #Hybrid Monte Carlo
    • #Monte Carlo integration

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