Youngjae Lee (이영재)
Ph.D.
(2024)
- Dissertation Title: Data-Efficient Reinforcement Learning with Self-supervised Representations
- Current Position: Data Scientist, Samsung Electronics
Insung Baek (백인성)
Ph.D.
(2024)
- Dissertation Title: Semi-supervised Contrastive Learning for Extracting Novel Image Feature Representations
- Current Position: Data Scientist, Samsung Electronics
Jiyoon Lee (이지윤)
Ph.D.
(2024)
- Dissertation Title: Prediction and Interpretation of Multichannel Signal Data Through Uncertainty-Aware Deep Neural Networks
- Current Position: Data Scientist, SK Innovation
Minjung Lee (이민정)
Ph.D.
(2023)
- Dissertation Title: Robust Prediction of Multichannel Signal Data Under Uncertainty with Deep Neural Networks
- Current Position: Data Scientist, ETRI (Electronics and Telecommunications Research Institute)
Wooksoo Shin (신욱수)
Ph.D.
(2023)
- Dissertation Title: Wafer Defect Pattern Classification Based on Mixup and Self-Supervised Learning
- Current Position: Vice President, Samsung SDS
Yoon Sang Cho (조윤상)
Ph.D.
(2022)
- Dissertation Title: Predictive and Explainable Modeling for Multisensor Signal Data in Manufacturing Systems
- Current Position: Post-Doctoral Fellow, Medical School, New York University, USA
Mingu Kwak (곽민구)
Ph.D.
(2022)
- Dissertation Title: Deep Representation Learning for Out-of-Distribution Data
- Current Position: Post-Doctoral Fellow, Industrial & Systems Engineering, Georgia Institute of Technology, USA
Hyungu Kahng (강현구)
Ph.D.
(2021)
- Dissertation Title: Self-supervised Contrastive Learning of Visual Representations
- Current Position: Assistant Professor, Business School, Korea University @ Sejong
Hyungrok Do (도형록)
Ph.D.
(2020)
- Dissertation Title: Structured Feature Selection for Explainable Prediction Models
- Current Position: Assistant Professor, Division of Biostatistics, Department of Population Health, NYU School of Medicine, USA
Youngjoon Park (박영준)
Ph.D.
(2019)
- Dissertation Title: Multi-Agent Reinforcement Learning with Approximate Model Learning
- Current Position: Data Scientist, Data Intelligent Lab, LG AI Research
Hankyu Lee (이한규)
Ph.D.
(2019)
- Dissertation Title: Classification and Generative Models for Class Imbalanced Data
- Current Position: Data Scientist, Samsung Electronics
Sangmin Lee (이상민)
Ph.D.
(2019)
- Dissertation Title: Artificial Intelligence in Material Handling Systems for Dynamic Manufacturing Environments
- Current Position: Assistant Professor, School of Information Convergence, Kwangwoon University
Younghoon Kim (김영훈)
Ph.D.
(2019)
- Dissertation Title: Interface Between Machine Learning and Discrete Optimization for Explainable Modeling
- Current Position: Assistant Professor, Industrial & Management Systems Engineering, Kyung Hee University
Sungho Park (박성호)
Ph.D.
(2019)
- Dissertation Title: Active Learning for Robust and Effective Sample Selection
- Current Position: Assistant Professor, Computer Engineering, Korea Polytechnic University
Seulki Lee (이슬기)
Ph.D.
(2018)
- Dissertation Title: Machine Learning-Based Process Monitoring and Maintenance for Smart Manufacturing
- Current Position: Data Scientist, Samsung Electronics
Jaehong Yu (유재홍)
Ph.D.
(2018)
- Dissertation Title: Clustering Analysis for Nonlinear and Noisy Patterns in High Dimensional Data
- Current Position: Associate Professor, Industrial and Management Engineering, Incheon National University
Jieun Son (손지은)
Ph.D.
(2018)
- Dissertation Title: Content-Based Recommender Systems Using Network Graphs
- Current Position: Research Professor, Industrial & Management Engineering, Korea University
Chanhee Park (박찬희)
Ph.D.
(2018)
- Dissertation Title: Virtual Metrology Modeling of Sensor Data in Semiconductor Manufacturing
- Current Position: Data Analyst, Samsung Electronics
Sugon Cho (조수곤)
Ph.D.
(2016)
- Dissertation Title: Text Mining for Document Classification and Summarization
- Current Position: Data Scientist, Hana Insurance
Jihoon Kang (강지훈)
Ph.D.
(2015)
- Dissertation Title: Robust Statistical Process Control for Dynamic Manufacturing Environments
- Current Position: Assistant Professor, Business Administration, Korea Polytechnic University
Tuerhong Gulanbaier
Ph.D.
(2013)
- Dissertation Title: One-Class Classification-Based Control Charts for Multivariate Process Monitoring and Diagnosis
- Current Position: Associate Professor, Computer Science, Xinjiang University
Poovich Phaladiganon
Ph.D.
(2012)
- Dissertation Title: Robust Monitoring and Fault Diagnosis for Multivariate Processes
- Current Position: General Manager, Sintainakharin Co., Ltd., Thailand
Panitarn Chongfuangprinya
Ph.D.
(2009)
- Dissertation Title: Novel Nonparametric Control Charts for Multivariate Processes
- Current Position: Engineer, Enterprise Process and Integration Department, Quanta Technology, USA
Thee Jitpitaklert
Ph.D.
(2009)
- Dissertation Title: Integration of Data Mining Algorithms and Control Charts for Multivariate and Autocorrelated Processes.
- Current Position: Chief of Customs Service Unit V, Suvarnabhumi Airport Cargo Clearance Customs Office, Thai Customs Department, Thailand
Panaya Rattakorn
Ph.D.
(2009)
- Dissertation Title: Unsupervised Data Mining Methods for Functional Data Analysis and Feature Selection
- Current Position: Senior Process Engineer, Service Fulfillment and Process Engineer Department, Kasikorn Bank PCL., Thailand
Thuntee Sukchotrat
Ph.D.
(2008)
- Dissertation Title: Data Mining-Driven Approaches for Process Monitoring and Diagnosis
- Current Position: CEO, DVOTE Co., Ltd., Thailand
Chivalai Temiyasathit
Ph.D.
(2008)
- Dissertation Title: Functional Data Analysis for Environmental and Biomedical Problems
- Current Position: Data Scientist, Agoda, Thailand
Dachuan Shih
Ph.D.
(2006)
- Dissertation Title: Convex versions of multivariate adaptive regression splines and implementation for complex optimization problems
- Current Position: Researcher, Patient Financial Services, Tenet, USA
Jonghyun Lee (이종현)
M.S.
(2024)
- Dissertation Title: Depth-Aware Diffusion Models for 3D Object Localization in Image Synthesis
- Current Position: Research Scientist, Lunit
Goeun Chae (채고은)
M.S.
(2024)
- Dissertation Title: Hard Negative Sampling in Contrastive Self-supervised Learning for Chest X-Ray Classification
- Current Position: Consultant, PWC Consulting
Hyeonji Kim (김현지)
M.S.
(2024)
- Dissertation Title: Robust Representation Learning for Cross-Subject Variability in Biosignals
- Current Position: Samsung Advanced Institute of Technology (SAIT)
Byeongeun Ko (고병은)
M.S.
(2024)
- Dissertation Title: 카메라 해상력 검사 공정 불량 예측을 위한 자기지도학습
- Current Position: Samsung Electronics
Kyungsoo Kim (김경수)
M.S.
(2024)
- Dissertation Title: 인공지능을 활용한 열간 압연두께 예측 및 최적화
- Current Position: POSCO
Minjae Baek (백민재)
M.S.
(2024)
- Dissertation Title: Fault Detection and Cause Identification for Multivariate Time Series in Semiconductor Equipment
- Current Position: Samsung Electronics
Changhyun Kim (김창현)
M.S.
(2023)
- Dissertation Title: Multimodal Deep Learning for In-Game Action Forecasting
- Current Position: SK Trading International
Jaeyoon Jeong (정재윤)
M.S.
(2023)
- Dissertation Title: Transformer-Based Failure Detection of Log Messages in Large Scale Systems
- Current Position: Samsung Electronics
Hyeryeong Oh (오혜령)
M.S.
(2023)
- Dissertation Title: Open-Set Recognition for Multichannel Time Series Using Deep Neural Networks
- Current Position: LG Energy Solution
Eunsung Ko (고은성)
M.S.
(2023)
- Dissertation Title: 멀티 모달 자기 지도 학습을 활용한 차량 내부 소음 예측
- Current Position: NCSOFT
Leekyung Yoo (유이경)
M.S.
(2023)
- Dissertation Title: 딥러닝 모델을 활용한 다중 혈중 성분 농도 예측 및 주요 인자 추출
- Current Position: LG Electronics
Sangmin Kim (김상민)
M.S.
(2023)
- Dissertation Title: 고령자 이상 행동 인식을 위한 비지도학습 기반 그래프 합성곱 네트워크
- Current Position: (KCB) Korea Credit Bureau
Taeyeon Kim (김태연)
M.S.
(2023)
- Dissertation Title: 설명 가능한 딥러닝 모델을 활용한 차량 외부 디자인에 따른 풍절음 예측
- Current Position: LG Electronics
Eunji Koh (고은지)
M.S.
(2023)
- Dissertation Title: Semi-Supervised Learning for Graph Classification
- Current Position: LG Energy Solution
Seongjin Hwang (황성진)
M.S.
(2023)
- Dissertation Title: 웨이퍼 신규 불량 패턴 탐지를 위한 딥액티브 러닝 모델
- Current Position: Samsung Electronics
Seokcheol Hwang (황석철)
M.S.
(2023)
- Dissertation Title: 설명 가능한 인공지능 기반 타이어 성능 예측 및 주요 인자 설계 인자 분석
- Current Position: NEXEN TIRE
Inbum Ahn (안인범)
M.S.
(2022)
- Dissertation Title: 강판 표면 결함 검출을 위한 객체 데이터 증강 기반 이미지 분할 딥러닝 모델
- Current Position: POSCO
Jeongwon Kim (김정원)
M.S.
(2022)
- Dissertation Title: 전이학습 기반 딥러닝 모델을 이용한 장면 이미지 속 한글 문자 판독
- Current Position: Samsung Advanced Institute of Technology
Kyungseon Cho (조경선)
M.S.
(2022)
- Dissertation Title: 딥러닝 모델 기반 한국어 개체명 인식을 위한 데이터 증강 기법
- Current Position: Samsung SDS
Seoyeon Kim (김서연)
M.S.
(2022)
- Dissertation Title: 디스플레이 생산 공정의 불량 예측을 위한 설명 가능한 이상치 탐지
- Current Position: Hyundai Motor
Keewon Jeong (정기원)
M.S.
(2022)
- Dissertation Title: 어텐션 기반 딥러닝 모델을 활용한 이상 호흡음 분류
- Current Position: LG Electronics
Haeun Hwang (황하은)
M.S.
(2022)
- Dissertation Title: 머신러닝을 이용한 응급실 퇴실 결정 분류 및 주요 인자 추출
- Current Position: LG Electronics
Minjae Lee (이민재)
M.S.
(2022)
- Dissertation Title: Adaptable Hop Selection in Graph Neural Networks
- Current Position: YOGIYO
Woosik Choi (최우식)
M.S.
(2022)
- Dissertation Title: 베이지안 네트워크 모델 기반 클릭모형을 활용한 버티컬 검색
- Current Position: Naver
Dabin Min (민다빈)
M.S.
(2021)
- Dissertation Title: Adaptable Knowledge Injection Module
for Language Models
- Current Position: Pursuing a Ph.D. in Interdisciplinary Program in Bioengineering and Department of Radiology at Seoul National University
Seungho Back (백승호)
M.S.
(2021)
- Dissertation Title: Stacked Convolutional Neural Networks for Classifying Mixed-Type Defect Patterns in Wafer Bin Maps
- Current Position: Samsung Electronics
Hyeongyu Kang (강현규)
M.S.
(2021)
- Dissertation Title: Graph Attention Networks for Emotion Recognition in Conversations
- Current Position: Samsung Electronics
Seungsup Chung (정승섭)
M.S.
(2021)
- Dissertation Title: 가상계측 모델링을 위한 상관관계 정렬 전이학습
- Current Position: SK Hynix
Changhyun Lee (이창현)
M.S.
(2020)
- Dissertation Title: 딥러닝 기반 생성 및 분류 네트워크를 이용한 웨이퍼 분류패턴 탐지
- Current Position: SK Hynix
Yooyeon Sung (성유연)
M.S.
(2019)
- Dissertation Title: Hierarchical Semantic Networks for Topical Keyphrase Extraction
- Current Position: Pursuing a Ph.D. in the University of Maryland, Information Studies (Ischool)
Gonie Ahn (안건이)
M.S.
(2019)
- Dissertation Title: 장비 상태 예측을 위한 설명 가능한 합성곱신경망
- Current Position: Shinhan Card
Sunyool Chae (채선율)
M.S.
(2019)
- Dissertation Title: Anomaly Detection for Manifold Data Using Laplacian Autoencoder
- Current Position: SK Hynix
Youngjae Jung (정영재)
M.S.
(2017)
- Dissertation Title: Parameter-less Self-Organizing Map-based Control Chart
- Current Position: Makina Rocks (http://www.makinarocks.ai/)
Seonghyeon Kang (강성현)
M.S.
(2017)
- Dissertation Title: 실시간 설비데이터를 활용한 휴대폰 메탈 프레임 공정의 다변량 모니터링
- Current Position: Samsung Electronics
Hwayun Yu (유화윤)
M.S.
(2016)
- Dissertation Title: 디스플레이 LCD 산업에서 데이터마이닝 알고리즘을 이용한 고객 불량률 예측
- Current Position: Samsung Display
Wansik Nam (남완식)
M.S.
(2016)
- Dissertation Title: 반도체 제조 가상계측 공정변수를 이용한 웨이퍼 수율 예측 방법론
- Current Position: Samsung Electronics
Jinsoo Park (박진수)
M.S.
(2016)
- Dissertation Title: 프로브 검사 결점 수 데이터를 이용한 패키지 칩 품질 예측 방법론
- Current Position: Samsung Electronics
Jayeon Gu (구자연)
M.S.
(2016)
- Dissertation Title: 생존분석을 이용한 맞춤형 대장내시경 검진주기 추천
- Current Position: National Assembly Library
Hyunjin So (소현진)
M.S.
(2016)
- Dissertation Title: ETFs Portfolio Optimization for Enhanced Indexation using Forecasting Method
- Current Position: POSCO HOLDINGS
TaewooJoo (주태우)
M.S.
(2014)
- Dissertation Title: Time Series Forecasting Based on Wavelet Filtering
- Current Position: Viva Republica, TOSS
Kyujong Lee (이규종)
M.S.
(2013)
- Dissertation Title: Some Important Issues After Fault Identification in Multivariate Manufacturing Process: Application to TFT-LCD Manufacturing Process
- Current Position: Samsung SDS
Junghoon Kim (김정훈)
M.S.
(2013)
- Dissertation Title: 지역적이고 비정규분포를 갖는 공정 데이터를 관리하기 위한 지역기반 T2관리도
- Current Position: Hyundai Card
Junghwan Son (손정환)
M.S.
(2012)
- Dissertation Title: Determining the Threshold of a KNNDD Algorithm based on Nonparametric Density Estimation
- Current Position: SK Hynix
Sinyoung Kim (김신영)
M.S.
(2012)
- Dissertation Title: Adjusted direct orthogonal signal correction for high-dimensional spectral data
- Current Position: PUBG (Game AI)
Jihoon Kang (강지훈)
M.S.
(2011)
- Dissertation Title: Clustering Algorithm-based Control Chart
- Current Position: Assistant Professor, Business Administration, Korea Polytechnic University
Mr. Carlos Duran
M.S.
(2006)
- Dissertation Title: An efficient alignment algorithm for high-resolution NMR spectra
- Current Position: Process Consultant, Pinnacle Strategies, USA
Dongkyo Lee (이동교)
Visitor
(2022)
- Research Topic: Deep Learning
- Current Position: 한화시스템/ICT
Dongju Kim (김동주)
Visitor
(2022)
- Research Topic: Deep Learning
- Current Position: 한화시스템/ICT
Jisun Park (박지선)
Visitor
(2022)
- Research Topic: Deep Learning
- Current Position: 한화시스템/ICT
Yongwon Yoo (유용원)
Visitor
(2022)
- Research Topic: Deep Learning
- Current Position: 한화시스템/ICT
Hyunyoung Jung (정현영)
Visitor
(2022)
- Research Topic: Deep Learning
- Current Position: 한화시스템/ICT
Jaeyong Shin (신재용)
Visitor
(2021)
- Research Topic: 인공지능 기반 안전모 미착용 탐지 및 작업 차량 속도 측정
- Current Position: 한화시스템
Keehong Kim (김기홍)
Visitor
(2021)
- Research Topic: 인공지능 기반 안전모 미착용 탐지 및 작업 차량 속도 측정
- Current Position: 한화시스템
Andrew Lee (이승진)
Visitor
(2021)
- Research Topic: 인공지능 기반 안전모 미착용 탐지 및 작업 차량 속도 측정
- Current Position: 한화시스템
Jiye Kim (김지예)
Visitor
(2021)
- Research Topic: Optical Character Recognition, Deep Learning
- Current Position: 한화시스템/ICT
Bomi Lee (이보미)
Visitor
(2021)
- Research Topic: Optical Character Recognition, Deep Learning
- Current Position: 한화시스템/ICT
Gwanyeong Jung (정관영)
Visitor
(2021)
- Research Topic: Optical Character Recognition, Deep Learning
- Current Position: 한화시스템/ICT
Sookyoung Kim (김수경)
Visitor
(2021)
- Research Topic: Optical Character Recognition, Deep Learning
- Current Position: 한화시스템/ICT
Taewoo Kim (김태우)
Visitor
(2020)
- Research Topic: Natural Language Processing, Multimodal Learning
- Current Position: 한화시스템/ICT
Sunhee Yoon (윤선희)
Visitor
(2020)
- Research Topic: Deep Learning-Based Image Segmentation
- Current Position: 한화시스템/ICT
Minkoo Cho (조민구)
Visitor
(2020)
- Research Topic: Computer Vision, Edge Computing
- Current Position: 한화시스템/ICT
Sangwon Cha (차상원)
Visitor
(2020)
- Research Topic: Deep Learning-Based Image Segmentation
- Current Position: 한화시스템/ICT
Jiyoung Jung (정지영)
Visitor
(2020)
- Research Topic: Deep Learning-Based Anomaly Detection
- Current Position: 한화시스템한화시스템/ICT
Daehong Min (민대홍)
Visitor
(2020)
- Research Topic: Natural Language Processing/Interface, Visual QA
- Current Position: 한화시스템/ICT
Seungmoo Lee (이승무)
Visitor
(2020)
- Research Topic: Natural Language Processing
- Current Position: 한화시스템/ICT
Younghyun Kim (김용현)
Visitor
(2020)
- Research Topic: Artificial Intelligence Algorithms
- Current Position: 한화시스템/ICT
Ahyeon Kim (김아현)
Visitor
(2020)
- Research Topic: Artificial Intelligence Algorithms
- Current Position: 한화시스템/ICT
Hyukjun Cho (조혁준)
Visitor
(2020)
- Research Topic: Natural Language Processing, Text Mining
- Current Position: 한화시스템/ICT
Guenho Choi (최근호)
Visitor
(2020)
- Research Topic: Natural Language Processing
- Current Position: 한화시스템/ICT
