Intelligent Software Systems Lab



Google Scholar :: DBLP
Primary Research Publications

    2024

  • Jiashun Hao and Young-Woo Kwon, "Enhancing Graph-Based Vulnerability Detection through Standardized Deep Learning Pipelines," The 23rd IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2024), Sanya, China, Dec. 2024 (Acceptance rate: 111/555=20%) CORE B
  • Iliyas Hadjou and Young-Woo Kwon, "RL-Based Approach to Enhance Reliability and Efficiency in Autoscaling for Heterogeneous Edge Serverless Computing Environment," The 29th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2024), Osaka, Japan, Nov. 2024
  • Seonhyeong Kim and Young-Woo Kwon, "Searching Temporal Knowledge Graphs to Understand The Impacts of Disasters," The 16th International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2024), Calabria, Italy, Sept. 2024 CORE B
  • Aming Wu and Young-Woo Kwon, "Pre-LogMGAE: Identification of Log Anomalies Using a Pre-trained Masked Graph Autoencoder," The 43rd International Symposium on Reliable Distributed Systems (SRDS 2024), Charlotte, NC, US, Sept. 2024 (Acceptacne rate: 31%) BKCS
  • Jaegun Jang and Young-Woo Kwon, "Analysis of Traffic Conditions Through Vehicle Trajectory Similarity Comparison," The 20th International Conference on Multimedia Information Technology and Applications (MITA 2024), Taipei, Taiwan, Jul. 2024.
  • Irshad Khan and Young-Woo Kwon, "A Structural-Semantic Approach Integrating Graph-based and Large Language Models Representation to Detect Android Malware," The 9th International Conference on ICT Systems Security and Privacy Protection (IFIP SEC 2024), Edinburgh, UK, Jun. 2024 (Acceptacne rate: 30%) BKCS
  • Manish Pandey and Young-Woo Kwon, "FuncMem: Reducing Cold Start Latency in Serverless Computing Through Memory Prediction and Adaptive Task Execution," The 39th ACM/SIGAPP Symposium On Applied Computing (SAC 2024), Avila, Spain, Apr. 2024. (Acceptance rate: 30%) BKCS
  • Seonhyeong Kim and Young-Woo Kwon, "Applying GNN Models for Diverse Disaster Detection using Temporal Knowledge Graphs," The 6th International Conference on Artificial Intelligence in Information and Communication (ICAIIC 2024), Osaka, Japan, Feb. 2024.
  • DaeGwang Kim and Young-Woo Kwon, "A Study on Performance Improvement Based on Meta-Heuristic Algorithms for Efficient Streaming Data Processing (효율적인 스트리밍 데이터 처리를 위한 메타 휴리스틱 알고리즘 기반의 성능 개선에 관한 연구)," The Journal of Korean Institute of Communications and Information Sciences (JKICS), Vol. 40, No. 02, Feb. 2024. KCI
  • Beomjun Nam and Young-Woo Kwon, "Optimizing Message Transfers in Distributed Messaging Systems through Topic and Partition Management (분산 메시징 시스템에서 Topic과 Partition 관리를 통한 메시지 전송 최적화)," The Journal of Korean Institute of Communications and Information Sciences (JKICS), Vol. 49, No. 01, Jan. 2024. KCI

  • 2023

  • Seonhyeong Kim, Irshad Khan, and Young-Woo Kwon, "Disaster Detection through GNN Models using Disaster Knowledge Graphs," The IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM 2023), Kusadasi, Turkey, Nov. 2023. (Acceptance Rate: 17.2%) CORE B
  • Aming Wu and Young-Woo Kwon, "AD-TIN: Edge Anomaly Detection for Temporal Interaction Networks using Multi-representation Attention," The IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM 2023), Kusadasi, Turkey, Nov. 2023. (Acceptance Rate: 17.2%) CORE B
  • Irshad Khan*, Ziyi Guo*, Kihwan Lim, Jaeseon Kim, and Young-Woo Kwon, "Assessment of Indoor Risk through Deep Learning-based Object Recognition in Disaster Situations," Multimedia Tools and Applications, 2023. SCIE
  • Irshad Khan and Young-Woo Kwon, "Multi-class Malware Detection via Deep Graph Convolutional Networks using TF-IDF-based Attributed Call Graphs," The 24th World Conference on Information Security Applications (WISA 2023), Jeju Island, Korea, 2023.
  • Jae-Kwang Ahn, Jangsoo Lee, Young-Woo Kwon, Jung-Kyu Kim and Dong Youp Kwak, "Development of Seismic Intensity Maps Using Low-Cost Micro-Electro-Mechanical Systems Seismic Network," IEEE Access, vol. 11, pp. 39926-39933, 2023. SCIE
  • Manish Pandey and Young-Woo Kwon, "Optimizing Memory Allocation in a Serverless Architecture through Function Scheduling," The 23rd IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGrid 2023), Poster, Bangalore, India, May 2023 BKCS
  • Aming Wu and Young-Woo Kwon, "MAFD: A Federated Distillation Approach with Multi-head Attention for Recommendation Tasks," The 38th ACM/SIGAPP Symposium On Applied Computing (SAC 2023), Short Paper, Tallinn Estonia, Mar. 2023 BKCS

  • 2022

  • Jangsoo Lee, Jae-Heon Sim, Jae-Kwang Ahn and Young-Woo Kwon, "An Open Dataset for Deep Learningbased Earthquake Detection using MEMS Sensors," IEEE International Conference on Big Data (BigData 2022), Poster, Osaka, Japan, Dec. 2022 정보과학회우수
  • Seonhyeong Kim and Young-Woo Kwon, "Construction of Disaster Knowledge Graphs to Enhance Disaster Resilience," IEEE International Conference on Big Data (BigData 2022), Poster, Osaka, Japan, Dec. 2022 정보과학회우수
  • Irshad Khan and Young-Woo Kwon, "Attention-based Malware Detection of Android Applications," IEEE International Conference on Big Data (BigData 2022), Poster, Osaka, Japan, Dec. 2022 정보과학회우수
  • Dohan Kim, Aming Wu and Young-Woo Kwon, "Comparison of Meta-Heuristic Algorithms for Task Scheduling in Distributed Stream Processing," 27th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2022), Nov. 2022.
  • 김상준, 권영우, "개인형 이동수단 안전 보조 서비스 개발", 한국 ITS 학회 학술대회, 2022.11 (우수논문상)
  • 김미소, 정윤규, 박지운, 김선형, 권영우, "비정형 데이터 분석을 통한 재난 상황 인식 연구", 한국정보과학회 학술발표논문집, 2022.06
  • 김도한 권영우, "분산 스트림 처리 시스템을 위한 메타 휴리스틱 알고리즘 기반의 다중 목적 스케줄링", 한국정보과학회 학술발표논문집, 2022.06
  • Seonhyeong Kim, Kihwan Lim, Jaeseon Kim, and Young-Woo Kwon, "Onsite Earthquake Alert and Safety Services Using Low-Cost MEMS Sensors" IEEE International Geoscience and Remote Sensing Symposium, Jul. 2022
  • Irshad Khan, and Young-Woo Kwon, "P-Detector: Real-Time P-Wave Detection in a Seismic Waveform Recorded on a Low-Cost MEMS Accelerometer Using Deep Learning" IEEE Geoscience and Remote Sensing Letters, vol. 19, pp. 1-5, 2022 SCIE

  • 2021

  • Wu Aming*, Jangsoo Lee*, Irshad Khan, and Young-Woo Kwon, "CrowdQuake+: Data-driven Earthquake Early Warning via IoT and Deep Learning," IEEE International Conference on BigData, Dec. 2021 (*equal contribution) 정보과학회우수
  • Wu Aming, Juyong Shin, Jae-Kwang Ahn, and Young-Woo Kwon, "Augmenting Seismic Data Using Generative Adversarial Network for Low-Cost MEMS Sensors " IEEE Access, Dec. 2021 SCIE
  • Yoola Choi and Young-Woo Kwon, "Comparison of Program Representations on Vulnerability Detection with Graph Neural Networks," IEIE Transactions on Smart Processing and Computing, 2021
  • 장동일, 안재광, Young-Woo Kwon, 곽동엽, "지진관측소와 스마트폰 MEMS 센서 기록의 비교분석", 대한토목학회논문집, 2021.10
  • Seonhyung Kim, Irshad Khan, Seonhwa Choi, and Young-Woo Kwon, "Earthquake Alert Device Using a Low-Cost Accelerometer and its Services," IEEE Access 9, 2021SCIE
  • Manish Pandey*, Breno Dantas Cruz*, Minh Le, Young-Woo Kwon, and Eli Tilevich, "Here, There, Anywhere: Profiling-Driven Services to Tame the Heterogeneity of Edge Applications," IEEE International Conference on Smart Data Services (SMDS), Sept. 2021 (*equal contribution, acceptance rate: 32.5%)
  • Manish Pandey and Young-Woo Kwon, "Middleware for Edge Devices in Mobile Edge Computing," 36th International Technical Conference on Circuits/Systems, Computers and Communications (ITC-CSCC), Jun. 2021
  • Manish Pandey and Young-Woo Kwon, "An Adaptable and Configurable Middleware System for Collaborative Edge Devices," 36th International Technical Conference on Circuits/Systems, Computers and Communications, Jun. 2021
  • 신주용, 황의홍, 이장수, 권영우, "MEMS 가속도 센서를 사용한 지진 관측망 운영 사례," 한국통신학회 학술대회논문집, 2021.06
  • 최유라, 김도한, 권영우, "그래프 신경망과 합성곱 신경망을 활용한 악성코드 분류 기법의 비교," 한국정보과학회 학술발표논문집, 2021.06
  • 김선형, 최유라, 권영우, "공유형 전동킥보드 안전모 대며 및 착용 감지 시스템," 한국통신학회 학술대회논문집, 2021.06
  • 궈쯔이, 권영우, "객체 탐지를 통한 실내 공간의 위험도 산출 기법," 한국통신학회 학술대회논문집, 2021.06
  • 이재성, 구윤경, 김선형, 최유라, 권영우, "딥러닝을 이용한 마스크 착용자의 안전모 착용 감지 연구," 한국통신학회 학술대회논문집, Jun. 2021
  • Irshad Khan, Manish Pandey, and Young-Woo Kwon, "An Earthquake Alert System Based on a Collaborative Approach Using Smart Devices," IEEE/ACM 8th International Conference on Mobile Software Engineering and Systems (MobileSoft)

  • 2020

  • Xin Huang*, Jangsoo Lee*, Young-Woo Kwon, and Chul-Ho Lee, "CrowdQuake: A Networked System of Low-Cost Sensors for Earthquake Detection via Deep Learning," KDD 2020 (acceptance rate: 16%) (*equal contribution) BKCS 4
  • Minh Le and Young-Woo Kwon, "Efficiently Sharing Remote Computing Resources for Mobile Devices," IEIE Transactions on Smart Processing and Computing, 2020
  • 김선형, 최선화, 김상욱, 권영우, "지진 발생 시 장소를 고려한 대피 경로 안내 플랫폼 개발," 한국정보과학회 학술발표논문집, 2020.12
  • 김상준, 권영우, "MEMS 가속도 센서를 활용한 지진동 경보기의 개발과 운영," 한국통신학회 학술대회논문집, 2020.08
  • Young-Woo Kwon, Jae-Kwang Ahn, Jimin Lee, Chul-Ho Lee, "Earthquake Early Warning Using Low-Cost MEMS Sensors," 2020 IEEE International Geoscience and Remote Sensing Symposium, Hawaii, USA, 2020. 07
  • 이민석, 권영우, "모바일 프로그램의 런타임 예외에 대한 온라인 Q&A 검색 및 제안 시스템," 한국정보과학회 학술발표논문집, 2020.07
  • 이원규, 신주용, 권영우, "위협 트래픽 분석을 위한 네트워크 트래픽 파싱 시스템," 한국정보과학회 학술발표논문집, 2020.07
  • Irshad Khan, Seonhwa Choi, and Young-Woo Kwon, "Earthquake Detection in a Static and Dynamic Environment Using Supervised Machine Learning and a Novel Feature Extraction Method", Sensors, 20 (3), 2020SCIE
  • Jangsoo Lee, and Young-Woo Kwon, "Evaluation of low-cost MEMS acceleration sensors to detect earthquakes", Journal of the Korea Society of Computer and Information, 2020
  • 이장수, 권영우, "지진 감지를 위한 저가형 MEMS 가속도 센서의 평가," 한국컴퓨터정보과학회문지, 2020.05
  • 김선형, 류신혜, 권영우, 김상욱 "실시간 상황 인지 동적 그래프에 의한 대피로 탐색 및 예측," 한국 HCI 학회 학술대회, 2020.02


  • 2019
  • Jangsoo Lee, Irshad Khan, and Young-Woo Kwon, "A Smart IoT Device for Detecting and Responding to Earthquakes," Electronics 8(12), 2019
  • Minh Le, Stephen Clyde, and Young-Woo Kwon, "Enabling multi-hop remote method invocation in device-to-device networks," Human-centric Computing and Information Sciences, vol 9, no 1, 2019. 06
  • 이장수, 권영우, "MEMS 가속도 센서와 이동통신 기지국을 사용한 지진 감지 시스템," 한국통신학회 학술대회논문집, 2019.06
  • 이원규, 김재웅, 권용진, 신동길, 권영우, "다양한 스마트 장치들을 위한 무선 통신 기반의 지진 대응 플랫폼 구현," 한국통신학회 학술대회논문집, 2019.06
  • 이장수, 권영우, "다양한 실행 환경에서의 개발 과정 개선을 위한 유연하고 효율적인 지속적 통합," 정보과학회논문지, 2019.04
  • Bo Guo, Young-Woo Kwon, and Myoungkyu Song, "Decomposing Composite Changes for Code Review and Regression Test Selection in Evolving Software," Journal of Computer Science and Technology, vol 34, no 2, 2019. 03
  • Ji-In Kim, Nak-Jung Choi, Tae-Wan You, Heeyoung Jung, Young-Woo Kwon, Seok-Joo Koh, "Mobile-Oriented Future Internet: Implementation and Experimentations over EU-Korea Testbed," Electronics 8 (3), 2019. 03
  • Jangsoo Lee, Jae-Seon Kim, Seonhwa Choi, and Young-Woo Kwon, "A Smart Device Using Low-cost Sensors to Detect Earthquakes," The 6th IEEE International Conference on Big Data and Smart Computing (BigComp), 2019. 02
  • 김상준, 권영우, "인공신경망을 활용한 지진감지," 한국통신학회 학술대회논문집, 2019.01


  • 2018
  • Zhiyuan Chen, Young-Woo Kwon, Myoungkyu Song, "Clone Refactoring Inspection By Summarizing Clone Refactorings and Detecting Inconsistent Changes During Software Evolution," Journal of Software: Evolution and Process 30(10)
  • 이장수, 김재선, 최선화, 권영우, "저가형 가속도 센서를 사용한 단독형 지진 감지 장치", 한국통신학회 학술대회논문집, 2018.11
  • 이장수, 권영우, "다양한 실행 환경을 고려한 유연한 지속적 통합", 한국정보과학회 학술발표논문집, 2018.06
  • 최병욱, 이원규, 김재웅, 권영우, "지진 가속도 계측을 위한 다양한 디바이스 및 센서의 성능 및 신뢰성 평가", 한국정보과학회 학술발표논문집, 2018.06
  • 김수범, 우정우, 한현민, 권영우, "보안에 취약한 IoT 장치 검색을 위한 프레임워크", 한국정보과학회 학술발표논문집, 2018.06
  • 김지인, 박능엄, 김민희, 박창병, 권영우, 고석주, 정연수, "사물인터넷 기반 자동화 기기 오류 상황 사용자 알림 시스템 개발", 대한기계학회 춘추학술대회, 2018.05
  • 이장수, 권영우, "보안 취약 정도를 고려한 IoT 장치 검색 시스템," 한국통신학회 학술대회논문집, 2018.01
  • 김지인, 박지은, 박유진, 김민희, 권영우, 고석주 "사물인터넷을 활용한 쿨링 글러브의 열 전도성 소재 개선," 한국통신학회 학술대회논문집, 2018.01

  • 2017
  • Minh Le, Myoungkyu Song, and Young-Woo Kwon, "Enabling Flexible and Efficient Remote Execution in Opportunistic Networks through Message-Oriented Middleware," The 41st IEEE Computer Society International Conference on Computers, Software & Application (COMPSAC), 6/2017.
  • Zhiyuan Chen, Rajesh Bolisetti, Maneesh Mohanavilasam, Young-Woo Kwon, and Myoungkyu Song, "Tool Support for Managing Clone Refactorings to Facilitate Code Review in Evolving Software," The 41st IEEE Computer Society International Conference on Computers, Software & Application (COMPSAC), 6/2017.
  • Minh Le, Zheng Song, Young-Woo Kwon, and Eli Tilevich "Reliable and Efficient Mobile Edge Computing in Highly Dynamic and Volatile Environments," Proceedings of the 2nd IEEE International Conference on Fog and Mobile Edge Computing (FMEC 2017), May 2017.
  • Minh Le and Young-Woo Kwon, "Utilizing Nearby Computing Resources for Resource-Limited Mobile Devices", The 32nd ACM/SIGAPP Symposium on Applied Computing (SAC 2017), May 2017


  • 2016
  • Daehyeok Mun, Minh Le Dinh, and Young-Woo Kwon, "An Assessment of Internet of Things Protocols for Resource-Constrained Applications," The 40th IEEE Computer Society International Conference on Computers, Software & Application (COMPSAC), 6/2016.
  • Qingkai Kong, Richard Allen, Louis Schreier, and Young-Woo Kwon, "MyShake: A smartphone seismic network for earthquake early warning and beyond," Science Advances 2(2), 2/2016.


  • 2015
  • Young-Woo Kwon, Seungwon Yang and Haeyong Chung, "Enabling Disaster Early Warning via a Configurable Data Collection Framework and Real-time Analytics," 3rd International Conference on Human-Agent Interaction (HAI 2015), 10/2015.

  • Qingkai Kong, Young-Woo Kwon, Louis Schreier, Steven Allen, Richard Allen, and Jennifer Strauss, "Smartphone-based Networks for Earthquake Detection," 15th International Conference on Innovations for Community Services (I4CS 2015), 07/2015.
  • Young-Woo Kwon and Eli Tilevich, "Facilitating the Implementation of Adaptive Cloud Offloading to Improve the Energy Efficiency of Mobile Applications," 2nd International Conference on Mobile Software Engineering and Systems (MOBILESoft 2015), 05/2015 (Acceptance Rate: 17%).


  • 2014
  • Young-Woo Kwon and Eli Tilevich, "Configurable and Adaptive Middleware for Energy-Efficient Distributed Mobile Computing," 6th International Conference on Mobile Computing, Applications and Services (MobiCase 2014), 11/2014 (Acceptance Rate: 29%).
  • Young-Woo Kwon and Eli Tilevich, "Constraint-Driven Dynamic Adaptation of Mobile Applications for Quality of Service," 6th International Conference on Mobile Computing, Applications and Services (MobiCase 2014), 11/2014.
  • Eli Tilevich and Young-Woo Kwon, "Cloud-Based Execution to Improve the Energy Efficiency of Mobile Applications," IEEE Computer, GreenIT Column, 01/2014.
  • Young-Woo Kwon and Eli Tilevich, "Cloud Refactoring: Automated Transitioning to Cloud-Based Services," Automated Software Engineering (Journal), 06/2014.


  • 2013 and Earlier
  • Young-Woo Kwon and Eli Tilevich, "Reducing the Energy Consumption of Mobile Applications Behind the Scenes," In Proc. of the 29th IEEE International Conference on Software Maintenance (ICSM 2013), Eindhoven, the Netherlands, September 2013. (Acceptance Rate: 22%=36 out of 163)
  • Young-Woo Kwon and Eli Tilevich, "The Impact of Distributed Programming Abstractions on Application Energy Consumption," Information and Software Technology, volume 55, issue 9, September 2013.
  • Young-Woo Kwon and Eli Tilevich, "Energy-Efficient and Fault-Tolerant Distributed Mobile Execution," In Proc. of the 32nd International Conference on Distributed Computing Systems (ICDCS 2012), Macau, June 2012. (Acceptance Rate: 13%=71 out of 515)
  • Young-Woo Kwon, Eli Tilevich, and William R. Cook, "Which Middleware Platform Should You Choose for Your Next Remote Service?," Service Oriented Computing and Applications, vol. 5, no. 2, June 2011.
  • Young-Woo Kwon and Eli Tilevich, "A Declarative Approach to Hardening Services Against QoS Vulnerabilities," IEEE International Symposium on the Maintenance and Evolution of Service-Oriented and Cloud-Based Systems (MESOCA 2011), Co-located with the ICSM 2011, Williamsburg, VA, September 2011.
  • Young-Woo Kwon, Eli Tilevich, William R. Cook, "An Assessment of Middleware Platforms for Accessing Remote Services," in Proc. of the 7th IEEE International Conference on Services Computing (SCC 2010), Miami, FL, July 2010.
  • Young-Woo Kwon, Eli Tilevich, T. Apiwattanapong, "DR-OSGi: Hardening Distributed Components," in Proc. of ACM/IFIP/USENIX 10th International Middleware Conference (Middleware 2009), Urbana, IL, December 2009. (Acceptance Rate: 17%=19 out of 111)
  • Young-Woo Kwon, H. Chang, and J. Kim, "Adaptive FEC control for reliable high-speed UDP-based media transport," in Proc. of the IEEE Pacific-Rim Conference on Multimedia (PCM`2004), Tokyo, Japan, December 2004.
  • Young-Woo Kwon and J. Kim, "Adaptive FEC and ARQ control for reliable high-speed UDP-based media transport," in Proc. SPIE ITCOM `2004: Multimedia Systems and Applications VII, Philadelphia, PA, October 2004

Dissertation and Thesis



Other Research Publications (Domestic conference papers, posters, abstracts, etc.)
    2018
  • Jangsoo Lee, and Young-Woo Kwon, "Flexible Continuous Integration for Dissimilar and Dynamic Execution Environments," KCC 2018, 6/2018. (Best paper runner-up)
  • Byeonguk Choi, Wongyu Lee, Jaewoong Kim and Young-Woo Kwon, "Performance and Reliability Analysis of Heterogeneous Devices and Sensors to Detect Earthquakes," KCC 2018, 6/2018.
  • Jangsoo Lee, and Young-Woo Kwon, "A search engine to identify vulnerable IoT devices," KICS 2018, 1/2018. (Best presentation runner-up)