Students

조준영

• Research area

  • Machine learning in finance

• Publications 

  • ML-based fraud detection (데이터베이스연구, 2023)

• Experiences

  • Ph.D., Dept. of Public Policy and Information Technology, SeoulTech, 2020.3~Present

  • Co-founder, BABITALK (listed to KOSDAQ), 2012~2020

  • Researcher, Agency for Defense Development, 2008~2012

  • M.S. and B.S., Dept. of Computer Science, Yonsei Univ., 2002~2008

유재범 (Jaebeom You)

• Research area

  • Parallel and distributed web crawlers

  • Distributed data pipelines

• M.S. Thesis (2022.2)

  • A Parallel Processing Framework for Efficient Scraping of Online and Offline Tweets

• Publications

  • Fast multi-authenticated tweet scraper (Data&Knowledge Engineering, 2024)

• Experiences

  • Ph.D., Dept. of Data Science, SeoulTech, 2022.3 ~ Present

  • M.S., Dept. of Data Science, SeoulTech, 2020.3 ~ 2022.2

박강민 (Gangmin Park)

• Research area

  • Image processing in distributed environments

  • Multi-modal learning (video, audio, chat)

• M.S. Thesis (2022.8)

  • Distributed Algorithms for Object Detection on High-Resolution Large-Scale Images

• Publications

  • Highlight detection with multi-modal learning (Applied Soft Computing, 2022) 

  • Object detection in distributed environments (Journal of Supercomputing, 2022)

• Experiences

  • M.S. (학석사연계), Dept. of Data Science, SeoulTech, 2020.3 ~ Present

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2018.7 ~ Present

  • Summer School, 암스테르담 공대, 네덜란드, 2019.7 

정철 (Cheol Jeong)

• Research area

  • Federated learning

  • Serverless and carbon-negative computing

• M.S. Thesis (2022.2)

  • Federated Transfer Learning based on Hierarchical Architecture in Edge Computing Environments

• Experiences

  • Ph.D., Dept. of Public Policy and Information Technology, SeoulTech, 2022.3~Present

  • M.S., Dept. of Public Policy and Information Technology, SeoulTech, 2020.3~2022.2

  • AWS Korea, 2021~Present

임정환

• Research area

  • Cloud computing

  • NoSQL benchmark

  • Key-value store

• M.S. Thesis (2024.2)

  • Orchestration of Edge Controller and Cloud Metric Engine for Managing OPC UA-based Microgrids  (우수논문상)

• Experiences

  • M.S., Dept. of Data Science, SeoulTech, 2022.3 ~ Present

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.1 ~ 2022.2

박정하 (Jungha Park)

• Research area

  • Graph data analysis in cyber security 

• M.S. Thesis (2023.8)

  • Two-Level Graph Representation Learning with Community-Aware Semantic Partitioning  (우수논문상)

• Publications

  • Graph representation learning (IEEE ICDM2023)

  • Deepfake (Scientific Reports, 2023)

  • Graph-based cyber attack detection (ICT Express, 2023)

• Experiences

  • M.S. (학석사연계), Dept. of Data Science, SeoulTech, 2021.3 ~ Present

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2020.7 ~ 2021.2

정원렬

• Research area

  • Optical Character Recognition (OCR)

  • Data pipeline

• Experiences

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2022.4 ~ Present

김민선 (Minseon Kim)

• Research area

  • Streaming data processing framework

  • Movie review data collection and analysis

• Publications

  • Historical credibility in movie review (Information Sciences, 2023)

  • Distributed text classification (Sensors, 2023)

• Experiences

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2020.7 ~ Present

Beyza

• Research interests

  • Embedding model for cyberattack detection

  • Big data annotation methods

• Experiences

  • Business Intelligence and Reporting intern, FLO Retailing company, 2022.02~2022.08

  • IT intern, Istanbul Technical University IT Office, 2021.04~2021.11

임보영

• Research area

  • Distributed learning

  • Review data analysis

  • Front-end and back-end development

• Publications

  • Graph-based recommendation (데이터베이스연구, 2023)

• Experiences

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2022.1 ~ Present

문지훈

• Research area

  • Anomaly Detection

  • Edge Computing

  • Federated Learning

• Experience

  • B.S Intern, Big Data Management and Application Lab., SeoulTech, 2022.9 ~ Present

홍승규 (Seungkyu Hong)

• Research area

  • Optical character recognition

  • Hierarchical classification

  • Natural language processing

• Experiences

  • Researcher, Big Data Management and Application Lab., SeoulTech, 2022.8 ~ Present

  • Exchange Program, Algebra University College, 크로아티아, 2020.3 ~ 2020.7

진윤태

• Research area

  • Text similarity analysis

  • SNS location prediction

• Experiences

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.9 ~ Present

최지혁

• Research area

  • Time-series Analysis

  • Anomaly detection

  • Sequential pattern mining

• Experience

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2023.4 ~ Present

서동석

• Research area

  • Graph Neural Network

  • Recommendation System

• Experience

  • B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2023.6 ~ Present