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About the College

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  • Mathematics

Faculty - Mathematics

  • Professor Optimization(Mathematical Programming)
  • YUN, SANG WOON
CV1

Research Interest

Optimization Method
Machine Learning

Education

  • (Ph.D.) Mathematics at University of Washington (2007.8)
  • (MS) Mathematics at Yonsei University (1999.8)
  • (BS) Mathematics at Yonsei University (1995.2)

Experience

  • Professor, Department of Mathematics Education, Sungkyunkwan University, March 2022 - Present.
  • Associate Professor, Department of Mathematics Education, Sungkyunkwan University, March 2016 - February 2022.
  • Assistant Professor, Department of Mathematics Education, Sungkyunkwan University, March 2012 - February 2016.
  • Research Fellow, School of Computational Sciences, Korea Institute for Advanced Study, October 2009 - February 2012.
  • Research Fellow, Computational Engineering Program, Singapore-MIT Alliance (National University of Singapore), August 2008 - September 2009.
  • Research Fellow, Department of Mathematics, National University of Singapore, August 2007 - July 2008.

Journal Articles

  • (2024)  Hybrid-triggered output feedback containment control for multi-agent systems with missing measurements.  IEEE TRANSACTIONS ON SIGNAL AND INFORMATION PROCESSING OVER NETWORKS.  10, 
  • (2023)  Dynamic event-triggered formation control for Takagi–Sugeno fuzzy multi-agent systems with mismatched membership functions.  CHAOS SOLITONS & FRACTALS.  177, 
  • (2023)  A limited-memory trust-region method for nonlinear optimization with many equality constraints.  COMPUTATIONAL & APPLIED MATHEMATICS.  42,  3
  • (2023)  Trend filtering by adaptive piecewise polynomials.  COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION.  116,  1
  • (2022)  A GPM-based algorithm for solving regularized Wasserstein barycenter problems in some spaces of probability measures.  JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS.  416,  1
  • (2022)  Divergences on Symmetric Cones and Medians.  TAIWANESE JOURNAL OF MATHEMATICS.  26,  4
  • (2022)  Global attractor and limit points for nonsmooth ADMM.  Applied Mathematics Letters.  128, 
  • (2022)  Nonconvex Constrained Minimisation for 3D Left Ventricular Shape Recovery Using 2D Echocardiography Data.  EAST ASIAN JOURNAL ON APPLIED MATHEMATICS.  12,  1
  • (2021)  STOCHASTIC GRADIENT METHODS FOR L2-WASSERSTEIN LEAST SQUARES PROBLEM OF GAUSSIAN MEASURES.  Journal of the Korean Society for Industrial and Applied Mathematics.  25,  4
  • (2020)  Sparse probabilistic K-means.  APPLIED MATHEMATICS AND COMPUTATION.  382, 
  • (2019)  Dynamic clustering approach with ACO-based mobile sink for data collection in WSNs.  WIRELESS NETWORKS.  25,  8
  • (2019)  A subspace SQP method for equality constrained optimization.  COMPUTATIONAL OPTIMIZATION AND APPLICATIONS.  74,  1
  • (2019)  Enhanced clustering and ACO-based multiple mobile sinks for efficiency improvement of wireless sensor networks.  COMPUTER NETWORKS.  160,  1
  • (2019)  GRADIENT PROJECTION METHODS FOR THE n-COUPLING PROBLEM.  JOURNAL OF THE KOREAN MATHEMATICAL SOCIETY.  56,  4
  • (2019)  A mathematical model for the 3d location estimation of 2D echocardiography data.  APPLIED MATHEMATICS LETTERS.  88,  1
  • (2018)  Improved clustering with firefly-optimization-based mobile data collector for wireless sensor networks.  AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS.  97,  1
  • (2018)  A STOCHASTIC VARIANCE REDUCTION METHOD FOR PCA BY AN EXACT PENALTY APPROACH.  BULLETIN OF THE KOREAN MATHEMATICAL SOCIETY.  55,  4
  • (2018)  An l(q) - Seminorm Variational Model for Impulse Noise Reduction.  EAST ASIAN JOURNAL ON APPLIED MATHEMATICS.  8,  3
  • (2018)  ITERATIVE REWEIGHTED ALGORITHM FOR NON-CONVEX POISSONIAN IMAGE RESTORATION MODEL.  JOURNAL OF THE KOREAN MATHEMATICAL SOCIETY.  55,  3
  • (2018)  A study on the 3D position estimation of ventricular borders extracted from 2D echocardiography data.  COMPUTERS & MATHEMATICS WITH APPLICATIONS.  75,  4

Honors / Awards

  • Academic Subcommittee for Optimization and Mathematical Programming of the Korean Society for Industrial and Applied Mathematics (2013-2020)
  • TJ Park Science Fellowship of POSCO TJ Park Foundation, October 2013.

Conference Paper

  • (2020)  Prediction of Energy Demand in Smart Grid using Hybrid Approach.  2020 Fourth International Conference on Computing Methodologies and Communication.  INDIA
  • (2019)  Demand and supply management for smart grid with supervised learning-based deep neural network.  International Congress on Industrial and Applied Mathematics (ICIAM 2019).  SPAIN
  • (2019)  Probabilistic K-means with Sparsity.  2019 Joint Conference of AORC-IRCTMT-IDEaS International Conference on Matrix Theory and Applications: Combinatorics, Optimization, Data Analysis.  KOREA, REPUBLIC OF
  • (2018)  A coordinate descent homotopy method for linearly constrained nonsmooth convex minimization.  2018 China-Korea Internation Conference on Matrix Theory with Applications.  CHINA
  • (2018)  Short-Term Energy Load Forecasting Using Neural Networks in Smart Grid.  KSIAM 2018 Annual Meeting.  KOREA, REPUBLIC OF
  • (2018)  An Improved Clustering with Particle Swarm Optimization-based Mobile Sink for Wireless Sensor Networks.  International Conference on Trends in Electronics and Informatics (ICOEI 2018).  INDIA
  • (2017)  An Efficient Clustering with Sensing Radius Adjustment in Wireless Sensor Networks.  2017 KSIAM Annual Meeting.  KOREA, REPUBLIC OF
  • (2016)  Coordinate Gradient Descent Methods and Incremental Gradient Methods for Regularized Optimization.  2016 China-Korea International Conference on Matrix Theory with Applications.  CHINA
  • (2016)  Coordinate Descent and Incremental Method for Regularized Minimization.  International Conference for KMS 70th Anniversary(2016 KMS Annual Meeting).  KOREA, REPUBLIC OF
  • (2016)  Incremental gradient method for Karcher mean on symmetric cones.  International Conference for KMS 70th Anniversary (2016 KMS Annual Meeting).  KOREA, REPUBLIC OF
  • (2016)  A coordinate descent homotopy method for bi-level problem and linearly constrained minimization.  The Fifth International Conference on Continuous Optimization.  JAPAN
  • (2016)  Incremental gradient method for Karcher mean on symmetric cones.  The Fifth International Conference on Continuous Optimization.  JAPAN
  • (2016)  A MEMORY EFFICIENT INCREMENTAL GRADIENT METHOD FOR NONSMOOTH OPTIMIZATION.  2016년 한국산업응용수학회 봄학술대회.  KOREA, REPUBLIC OF
  • (2016)  An incremental gradient method with memory efficiency.  2016 대한수학회 봄 연구발표회.  KOREA, REPUBLIC OF
  • (2015)  Iterative Reweighted Algorithm for Non-convex Poissoian Image Denoising Model.  UKC2015(US-Korea Conference on Science, Technology, and Entrepreneurship).  UNITED STATES
  • (2014)  On the convergence rate analysis of cyclic coordinate gradient descent methods.  2014 Annual Meeting of KSIAM.  KOREA, REPUBLIC OF
  • (2014)  On the sublinear convergence rate of coordinate descent methods.  KSIAM 2014 Spring Conference.  KOREA, REPUBLIC OF
  • (2014)  Proximal linearized alternating direction method for image restoration.  SIAM Conference on Imaging Science.  HONG KONG
  • (2013)  Incrementally updated gradient methods for nonsmooth minimization.  International Conference on Continuous Optimization 2013.  PORTUGAL
  • (2013)  EIT with first order TV regularization.  Proceedings of the Korean Society for Industrial and Applied Mathematics.  KOREA, REPUBLIC OF