College of Computing and Informatics - Department of Computer Science and Engineering

  • Professor
  • CHOO, HYUNSEUNG 홈페이지 바로가기
    Lab Superintelligence Lab

Research Interest

Data Deep Learning (Life log, SKT Networks, Baseball Games)
Medical Image Processing (Eye Fundus, OCT, Bone and Chest)
Generative Adversarial Network (GAN) and Transformer
Reinforcement Learning and Mobile Edge (MEC)
Intelligent Internet of Things (AI-IoT)
Network Softwarization (NetSoft-SDN/NDF)
“Autonomous” Ad hoc and Sensor Networks
Human Things Interactions (Robot, Drone, Energy)

Journal Articles

  • (2024)  VEAD: Variance profile Exploitation for Anomaly Detection in real-time IoT data streaming.  INTERNET OF THINGS. 
  • (2023)  RASM: Resource-Aware Service Migration in Edge Computing based on Deep Reinforcement Learning.  JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING.  182, 
  • (2023)  Attention-Aided Generative Learning for Multi-Scale Multi-Modal Fundus Image Translation.  IEEE ACCESS.  11, 
  • (2023)  Deep Mobile Path Prediction With Shift-and-Join and Carry-Ahead.  IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING.  9,  3
  • (2023)  iPaaS: Intelligent Paging as a Service.  IEEE NETWORK.  37,  2
  • (2022)  Improved GAN with fact forcing for mobility prediction.  JOURNAL OF NETWORK AND COMPUTER APPLICATIONS.  207, 
  • (2022)  Sensory Data Aggregation in Internet of Things: Period-Driven Pipeline Scheduling Approach.  IEEE TRANSACTIONS ON MOBILE COMPUTING.  21,  9
  • (2022)  Link-Delay-Aware Reinforcement Scheduling for Data Aggregation in Massive IoT.  IEEE TRANSACTIONS ON COMMUNICATIONS.  70,  8
  • (2021)  Machine Learning-Based 5G-and-Beyond Channel Estimation for MIMO-OFDM Communication Systems.  SENSORS.  21,  14
  • (2021)  HP-SFC: Hybrid Protection Mechanism Using Source Routing for Service Function Chaining.  APPLIED SCIENCES-BASEL.  11,  11
  • (2021)  Monotone Split and Conquer for Anomaly Detection in IoT Sensory Data.  IEEE INTERNET OF THINGS JOURNAL.  8,  20
  • (2021)  사용자 정의 네트워크를 위한 사용자 데이터그램 프로토콜 플로우 엔트리 관리 기법.  인터넷정보학회논문지.  22,  2
  • (2021)  Empirical Performance and Energy Consumption Evaluation of Container Solutions on Resource Constrained IoT Gateways.  SENSORS.  21,  4
  • (2021)  DETN: Delay-Efficient Tolerant Network for Internet of Planet.  IEEE SENSORS JOURNAL.  21,  2
  • (2021)  Fast Sensory Data Aggregation in IoT Networks: Collision-Resistant Dynamic Approach.  IEEE INTERNET OF THINGS JOURNAL.  8,  2
  • (2021)  Image-Based Lifelogging: User Emotion Perspective.  CMC-COMPUTERS MATERIALS CONTINUA.  67,  2
  • (2021)  Sentiment-based sub-event segmentation and key photo selection.  JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION.  74,  1
  • (2020)  Docker Swarm and Kubernetes Containers for Smart Home Gateway.  IT PROFESSIONAL. 
  • (2020)  CloudIoT-based Jukebox Platform: A Music Player for Mobile Users in Cafe.  JOURNAL OF INTERNET TECHNOLOGY.  21,  5
  • (2020)  Mobility-Aware Service Migration (MASM) Algorithms for Multi-Access Edge Computing.  인터넷정보학회논문지.  21,  4

Publications

  • (2012)  컴퓨터네트워크.  McGraw Hill Korea.  Co-author
  • (2006)  Mastering MATLAB.  대광서림.  Solo
  • (2005)  이산구조론 5판.  SciTech.  Co-author
  • (2005)  최신컴퓨터개론 8판.  홍릉과학출판사.  Co-author
  • (2005)  운영체제 (원서명 : Operating System 3/e).  (주)사이텍미디어.  Co-author
  • (2005)  네트워킹.  (주)시그마프레스.  Co-author
  • (2005)  컴퓨터 문서작성.  홍릉과학출판사.  Co-author
  • (2004)  이산수학.  사이텍미디어.  Co-author
  • (2001)  이산구조론.  사이텍미디어.  Co-author
  • (2001)  이산구조론.  SciTech Media.  Co-author
  • (2000)  정보공학입문.  성균관대학교 출판부.  Co-author

Patent/Intellectual Property

  • 상호 의존 LSTM 모델 기반 야구 경기의 domain shift 문제 해결 모델.  10-2021-0076232.  20220816.  KOREA, REPUBLIC OF
  • 어노멀리 검출방법 및 그 장치.  10-2020-0051094.  20211221.  KOREA, REPUBLIC OF
  • METHOD AND DEVICE FOR MANAGING MOBILE NODE OF SDN CONTROLLER.  2021/0127320.  20211110.  UNITED STATES
  • NFV 데이터센터의 구축 방법.  10-2020-0003541.  20210506.  KOREA, REPUBLIC OF
  • 무선 사용자 단말 및 단말의 페어링 방법.  10-2017-0020035.  20201214.  KOREA, REPUBLIC OF
  • METHOS AND APPARATUS FOR SCHEDULING IN WIRELESS NETWORK.  16120711.  20201027.  UNITED STATES
  • 클라우드 서버를 이용한 콘텐츠 추천 및 콘텐츠 제공 장치 및 방법.  10-2018-0048669.  20201027.  KOREA, REPUBLIC OF
  • 무선 센서 네트워크의 스케줄링 방법 및 이를 수행하는 무선 센서 네트워크의 제어 장치.  10-2018-0131675.  20200602.  KOREA, REPUBLIC OF
  • IoT 환경에서의 방문자 영상 정보 제공 방법 및 시스템.  10-2018-0089083.  20200205.  KOREA, REPUBLIC OF
  • 드론 오디오 데이터의 소음 처리 방법.  10-2018-0077010.  20190919.  KOREA, REPUBLIC OF
  • OPENFLOW CONTROLLER AND CONTROL METHOD FOR SUPPORTING HANDOVER IN MOBILE IPV6 BASED ON SOFTWARE DEFINITION NETWORK.  14/926,428.  20180605.  UNITED STATES
  • Signal output device, Signal Processing device, and Signal Processing method.  13859613.5.  20180328.  EU

Conference Paper

  • (2022)  Data Aggregation Latency Minimization in Duty-cycled WSNs Multichannel.  ICOIN 2022.  KOREA, REPUBLIC OF
  • (2022)  A General Model for Long-short Term Anomaly Generation in Sensory Data.  IMCOM 2022.  KOREA, REPUBLIC OF
  • (2022)  Multi-Modal Fundus Image Registration with Deep Feature Matching and Image Scaling.  IMCOM 2022.  KOREA, REPUBLIC OF
  • (2022)  Towards AI based Ophthalmological Screening through Ultra-widefield Fundus Image to Conventional Fundus Image Translation.  IMCOM 2022.  KOREA, REPUBLIC OF
  • (2022)  UAVs Handover Decision using Deep Reinforcement Learning.  IMCOM 2022.  KOREA, REPUBLIC OF
  • (2021)  Location-Aware Task Offloading for MEC-based High Mobility Service.  The 35th International Conference on Information Networking (ICOIN 2021).  KOREA, REPUBLIC OF
  • (2021)  Lightweight Deep Extraction Networks for Single Image De-raining.  The 15th International Conference on Ubiquitous Information Management and Communication (IMCOM).  KOREA, REPUBLIC OF
  • (2021)  BCGAN: Facial Expression Synthesis by Bottleneck-Layered Conditional Generative Adversarial Networks.  International Conference on Ubiquitous Information Management and Communication.  KOREA, REPUBLIC OF
  • (2021)  Inter-dependent LSTM: Baseball Game Prediction with Starting and Finishing Lineups.  The 15th International Conference on Ubiquitous Information Management and Communication (IMCOM).  KOREA, REPUBLIC OF

Activities

  • (2022)  ITRC 인재양성대전 2022.  KOREA, REPUBLIC OF, 
  • (2019)  ITRC Forum 2019.  KOREA, REPUBLIC OF, 
  • (2018)  ITRC Forum 2018.  KOREA, REPUBLIC OF, 
  • (2017)  ITRC Forum 2017.  KOREA, REPUBLIC OF, 
  • (2016)  ITRC Forum 2016.  KOREA, REPUBLIC OF, 
  • (2015)  ITRC Forum 2015.  KOREA, REPUBLIC OF, 
  • (2014)  ITRC Forum 2014.  KOREA, REPUBLIC OF, 
  • (2014)  이공분야 대학중점연구소 성과전시회.  KOREA, REPUBLIC OF, 
  • (2013)  ITRC 2013 포럼.  KOREA, REPUBLIC OF, 
  • (2012)  공군 정보통신 발전 국제 세미나.  KOREA, REPUBLIC OF, 
  • (2012)  ITRC 포럼 2012.  KOREA, REPUBLIC OF, 
  • (2012)  대학중점연구소 전시회.  KOREA, REPUBLIC OF, 
  • (2011)  ITRC Forum 2011 (대학정보통신연구센터 전시회 2011).  KOREA, REPUBLIC OF, 
  • (2011)  이공분야 대학중점연구소 전시회.  KOREA, REPUBLIC OF, 
  • (2010)  국가연구개발 우수성과 100선.  KOREA, REPUBLIC OF, 
  • (2010)  한이음 일자리 엑스포 2010..  KOREA, REPUBLIC OF, 
  • (2010)  SAINT Exhibition.  KOREA, REPUBLIC OF, 
  • (2010)  ITRC Forum 2010 (대학정보통신연구센터 전시회 2010).  KOREA, REPUBLIC OF, 

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