김재열
Affiliation: 경운대학교 부교수
Ph.D. Dissertation (2024.2)
A Study on the Self-Training Method Based on Payload Augmentation of SIEM-Centered Cyber Threat Classification Model (우수논문상)
Publications
Experiences
Ph.D., Dept. of Public Policy and Information Technology, SeoulTech, 2020.3~2024.2
김민선 (Minseon Kim)
Affiliation: NC State University
Research area
Continual learning / Adaptive learning
Streaming data processing framework
Publications
Self-paced continual learning (BIGDATA, 2024)
Text streaming adaptive learning (BIGDATA, 2024)
Historical credibility in movie review (Information Sciences, 2023)
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2025.3 ~ 2025.4
M.S., Dept. of Data Science, SeoulTech, 2023.9 ~ 2025.2
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2020.7 ~ 2023.8
장재석
Affiliation: 휴런
Research area
Multiple instance learning
Natural language processing
Publications
Multiple instance learning (NeurIPS2024)
Multiple instance learning for time-series data (AAAI2025)
Voice error detection with multimodal learning (2022 AI 데이터 품질 개선 오픈랩 프로그램 우수상)
Tension prediction based on MIL (제2회 ETRI 휴먼이해 인공지능 논문경진대회 장려상, 2023)
Experiences
M.S., Dept. of Data Science, SeoulTech, 2023.3 ~ 2025.2
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.9 ~ 2023.2
박정하 (Jungha Park)
Affiliation: GraphAI (2024.9~)
M.S. Thesis (2023.8)
Two-Level Graph Representation Learning with Community-Aware Semantic Partitioning (우수논문상)
Publications
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2023.9 ~ 2024.8
M.S. (학석사연계), Dept. of Data Science, SeoulTech, 2021.3 ~ 2023.8
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2020.7 ~ 2021.2
정원렬
Affiliation: 브레인벤쳐스 (2024.8~)
M.S. Thesis (2024.8)
Attention-Aware Clustering for Memory Construction in Multi-Modal Continual Learning
Experiences
M.S., Dept. of Data Science, SeoulTech, 2022.9 ~ 2024.8
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2022.4 ~ 2022.8
이재규 (JaeKyu Lee)
Affiliation: 데이원컴퍼니 개발팀장
M.S. Thesis (2022.8)
Adapting TPC-C Benchmark for Distributed Transactions in Elasticsearch
Experiences
M.S. (학석사연계), Dept. of Data Science, SeoulTech, 2021.9 ~ Present
B.S. Researcher, Big Data Management and Application Lab., SeoulTech, 2019.5 ~ 2021.8
박종성 (Jong-Seong Park)
Affiliation: 원프레딕트 (2023.8~)
Research area
Energy usage forecasting
M.S. Thesis (2022.8)
Correlation-based Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy Sources
Publications
Experiences
M.S., Dept. of Data Science, SeoulTech, 2021.9 ~ 2023.8
Hanwha Solutions, 2019.7 ~ 2021.6
LG Chem, 2018.1 ~ 2019.6
M.S., Dept. of Chemical engineering, Hanyang Univ., 2016 - 2017
김태희 (Taehee Kim)
Affiliation: 한화 시스템 (2023.5~)
M.S. Thesis (2022.8)
Correlation-based Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy Sources
Publications
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2022.9 ~ 2023.4
M.S., Dept. of Data Science, SeoulTech, 2019.9 ~ 2022.8
신한섭 (Hansub Shin)
Affiliation: Naver Webtoon (2021.7 ~)
M.S. Thesis (2021.8)
A Benchmark for Distributed Storage Engines in Big Spatial Data Processing based on Apache Sedona (우수논문상)
Publications in Lab (2018.5 ~ 2021.7)
Benchmarking for big geospatial data management (Journal of Supercomputing, 2022)
CNN-based smudge attack (Journal of Information Security, 2022)
Word embedding model for Tweet classification (Electronics, 2020
Experiences
M.S. (학석사연계), Dept. of Data Science, SeoulTech, 2019.3 ~ 2021.8
연구인턴, 네이버 웹툰, 2020.12 ~ 2021.3
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2018.5 ~ 2020.2
Intern, 휴먼스케이프, 2018.6 ~ 2018.8
배현정 (Hyunjung Bae)
Affiliation: 비츠로 기획실 팀장 (2021.8~)
M.S. Thesis (2021.8)
AI-based Electric Load Forecasting through the Combination of Data Clustering and Dimensionality Reduction
Publications in Lab (2019.3 ~ 2021.2)
서동석
Affiliation: 포항공대 데이터사이언스 학과
Research area
Graph Neural Network
Recommendation System
Experience
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2023.6 ~ 2025.2
진윤태
Affiliation: 서울로보틱스 (2024.8~)
Publications
Experiences
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.9 ~ 2024.8
문수빈
Affiliation: 현대자동차 (2023.7~)
Research area
Time-series Analysis
Federated Learning
Experiences
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.1 ~ 2023.2
SKT, Summer Intern, 2021.8 ~ 2021.8
Sugarhill, Intern, 2020.08 ~ 2020.12
임채윤
Affiliation: NAVER
Publications in Lab
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2022.2 ~ 2022.8
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.2 ~ 2022.2
정석현 (SeokHyen Chung)
Affiliation: 현대자동차 CDO부서 데이터 엔지니어
Research area
Personal access log analysis
Anomaly detection
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2020.9 ~ 2022.6
Intern, 올룰로, 2018.6 ~ 2018.8
이소민 (Somin Lee)
Affilation: KT
Publications
Experiences
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2020.8 ~ 2022.2
이승준 (SeungJun Lee)
Affiliation: Naver (2021.7 ~)
Publications in Lab (2019.7 ~ 2021.7)
Denoising of speech data (Applied Sciences, 2020)
효율적인 잡음제거를 전처리 기술 (국내특허 등록)
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2021.3 ~2021.7
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2019.7 ~ 2021.2
Intern, DOPDA, 2019.6 - 2019.8
이준하 (Junha Lee)
Affiliation: Naver (2021.6 ~)
Publications in Lab (2018.5 ~ 2021.6)
Spark-based large-scale data analysis (Plos One, 2022)
Pattern analysis on log data (IEEE Access, 2020)
Experiences
Researcher, Big Data Management and Application Lab., SeoulTech, 2020.3 ~ 2021.6
B.S. Research Intern, Big Data Management and Application Lab., SeoulTech, 2018.5 ~ 2020.2
Intern, 휴먼스케이프, 2018.6 ~ 2018.8
현혜인 (HyeIn Hyun)
Affiliation: 삼성 Research
Publications in Lab (2018.5~2021.2)
Experiences
Intern, 코박, 2018.6 - 2018.8
교환학생, Xi’an International University (XAIU), 2019.3 ~ 2019.6
교환학생, 대만국립과학기술대학교, 2019.9 ~ 2019.12
원소현 (SoHyun Won)
Affiliation: 현대모비스
Publications in Lab (2019.3~2021.2)
Text similarity analysis (데이터베이스연구, 2020)
Experiences
Intern, 소만사, 2018.6 - 2018.8
교환학생, Medaille College, USA, 2018.8 - 2018.12
Summer School, 메트로폴리아 대학교, 핀란드, 2019.8
김지해 (JiHae Kim)
Affiliation: SK Broadband
Publications in Lab (2018.5 ~ 2019.12)
Data processing and management of Tweet (데이터베이스연구, 2019)
Experiences
Intern, 올룰로, 2018.6 - 2018.8
Intern, SK Broadband, 2019.7-2019.8
이도희
Affiliation: 플레이위드어스 (2023.1~)
Publications in Lab (2021.3 ~ 2022.12)
Augmented Reality-based Mobile Game (Virtual Reality Journal, 2024)
Experiences
B.S. Intern, Big Data Management and Application Lab., SeoulTech, 2021.3 ~ 2022.12
김소영 (Soyoung Kim)
Affiliation: CrateDB (in Germany)
Publications in Lab (2018.6 ~ 2019.12)
Geo data processing and management (데이터베이스연구, 2019)
Experiences
Intern, CrateDB, Germany, 2019.6 ~ 2019.8
Intern, 휴먼스케이프, 2018.6 ~ 2018.8
교환학생, Hamburg University of Applied Sciences, 2017.3 ~ 2018.2