J. W. Kim, Y. S. Moon, and M. J. Choi, “A compact multi-step framework for packing identification in portable executable files for malware static analysis,” International Journal of Computer Theory and Engineering, Vol. 18, No. 1, pp. 1–16, Jan. 2026.[SCOPUS]
J. Bang, M. J. Choi, E. H. Cho, “Trends in Dairy and Sugar-Sweetened Beverage Consumption Among Korean Young Adults Aged 19–29 Years: Analysis of KNHANES 2010–2021,” Journal of Obesity & Metabolic Syndrome (JOMES), 2025, Accepted.[ESCI]
J. W. Kim and M. J. Choi, “A cross-language and corss-binary type approach to binary-source software composition analysis using BM25,” International Journal of Information Security, Vol. 24, Article Number 231, pp. 1–17, Nov. 2025.[SCI(E)]
S. Pandey, Y. S. Moon, and M. J. Choi, “Netflix, Amazon Prime, and YouTube: comparative study of streaming infrastructure and strategy,” Journal of Information Processing Systems, Vol. 18, No. 6, pp. 729–740, Dec. 2022.[SCOPUS]
J. W. Kim, J. Bang, M. J. Choi, “Defeating anti-debugging techniques for malware analysis using a debugger,” Advances in Science, Technology, and Engineering Systems Journal, Vol. 5, No. 6, pp.1178–1189, Dec. 2020.[SCOPUS]
S. Pandey, S. Park, and M. J. Choi, “Community oriented in-network caching and edge caching for over-the-top services in adaptive network conditions to improve performance,” International Journal of Network Management, Vol. 30, No. 4, pp. 1–20, Feb. 2020.[SCI(E)]
S. Pandey, M. J. Choi, and S. Park, “The evolution of over the top (OTT): standardization, key players and challenges,” Majlesi Journal of Electrical Engineerning, Vol. 13, No. 4, pp. 81–87, Dec. 2019.[SCOPUS]
M. J. Choi, J. Bang, J. W. Kim, H. Kim, Y. S. Moon, “All-in-one framework for detection, unpacking, and verification for malware analysis,” Security and Communication Networks, Vol. 2019, Article ID 5278137, pp. 1–16, Oct. 2019.[SCI(E)]
S. Yang, S. Son, M. J. Choi, and Y. S. Moon “Performance improvement of Apache Storm using InfiniBand RDMA,” The Journal of Supercomputing, Vol. 75, pp. 6804–6830, June 2019.[SCI(E)]
W. Cho, M. S. Gil, M. J. Choi, and Y. S. Moon, “Storm-based distributed sampling system for multi-source stream environment,” International Journal of Distributed Sensor Networks, Vol. 14, No. 11, pp. 1–12, Nov. 2018.[SCI(E))]
S. Park, H. Han, B. S. Kim, J. H. Noh, J. Chi, and M. J. Choi, “Real-Time traffic risk detection model using smart mobile device,” Sensors, Vol. 18, No. 11, pp. 11–21, Oct. 2018.[SCI(E))]
S. Lee, H. Kim, M. J. Choi, and Y. S. Moon, “A time-series matching approach for symmetric-invariant boundary image matching,” Multimedia Tools and Applications, Vol. 77, No. 16, pp. 20979–21001, Aug. 2018.[SCOPUS]
H. Kim, M. S. Gil, Y. S. Moon, and M. J. Choi, “Variable size sampling to support high uniformity confidence in sensor data streams,” International Journal of Distributed Sensor Networks, Vol. 14, No. 4, pp. 1–18, Apr. 2018[SCI(E))]
M. Lee, S. Lee, M. J. Choi, Y. S. Moon, and H. S. Lim, “HybridFTW: hybrid computation of dynamic time warping distances,” IEEE Access, Vol. 6, pp. 2085–2096, Feb. 2018.[SCI(E))]
S. P. Kim, M. S. Kim, M. J. Choi, Y. S. Moon, and H. S. Won, “Efficient two-step protocol and its discriminative feature selections in secure similar document detection,” Security and Communication Networks, Vol. 2017, Article ID. 6841216, pp. 1–12, Mar. 2017.[SCI(E))]
S. H. Yoon, J. S. Park, B. D. Sija, M. J. Choi, and M. S. Kim, “Header signature maintenance for internet traffic identification,” International Journal of Network Management, Vol. 27, No. 1, pp. 1–15, Jan. 2017.[SCI(E))]
S. Pandey, Y. J. Won, M. J. Choi, and J. M. Gil, “Community model for smart TV over the top services,” Journal of Information Processing Systems, Vol. 12, No. 4, pp. 577–590, Dec. 2016[SCI(E))]
H. S. Won, S. P. Kim, S. Lee, M. J. Choi, and Y. S. Moon, “Secure principal component analysis in multiple distributed nodes,” Security and Communication Networks, Vol. 9, No. 14, pp. 2348–2358, Sept. 2016[SCI(E))]
S. Lee, B. S. Kim, M. J. Choi, and Y. S. Moon, “Coefficient control multi-step k-NN search in time-series databases,” International Journal of Innovative Computing, Information and Control (IJICIC), Vol. 12, No. 2, pp. 419–431, Apr. 2016.[SCI(E))]
H. Kim, M. J. Choi and Y. S. Moon, “Comparison of GeneralMatch and Its Dual Approach in Time-Series Subsequence Matching,” ICIC Express Letters, Vol. 9, No. 7, pp. 1817–1876, Jul, 2015.[SCOPUS]
H. S. Kim, H. H. Kim, M. S. Kim, and M. J. Choi, “Linear SVM-based android malware detection for reliable IoT services,” Journal of Applied Mathematics, Vol. 2014, Article ID. 594501, pp. 1–10, Sept. 2014.[SCI(E))]
B. S. Kim, Y. S. Moon, M. J. Choi, and J. Kim, “Interactive noise-controlled boundary image matching using the time-series moving average transform,” Multimedia Tools and Applications, Vol. 72, No. 3, pp. 2543–2571, Oct. 2014.[SCOPUS]
M. J. Choi, J. S. Park, and M. S. Kim, “An integrated method for application-level internet traffic classification,” KSII Transactions on Internet and Information Systems, Vol. 8, No. 3, pp. 838–856, Mar. 2014.[SCI(E))]
S. Lee, B. S. Kim and M. J. Choi, and Y. S. Moon, “An Approximate Multi-Step k-NN Search in Time-Series Databases,” Lecture Notes in Electrical Engineering, Vol. 279, pp. 173–178, Jan. 2014.[SCOPUS]
J. Lee, B.S. Kim, M. J. Choi, and Y. S. Moon, “Evaluation of space filling curves for lower-dimensional transformation of image histogram sequences,” IEICE TRANSACTIONS on Information and Systems, Vol. E96-D, No. 10, pp. 2277–2281, Oct. 2013.[SCI(E))]
Y. S. Moon, H. Y. Choi, J. Kim, and M. J. Choi, “A data mining approach to analyzing student-peer relationships from communication history records,” International Journal of Innovative Computing, Information and Control, Vol. 9, No. 9, pp. 3497–3513, Sept. 2013.[SCI(E))]
M. J. Choi, W. K. Loh, and Y. S. Moon, “Lower-dimensional transformations for high-dimensional minimum bounding rectangle,” International Journal of Innovative Computing, Information and Control, Vol. 9, No. 4, pp. 1423–1438, Apr. 2013.[SCI(E))]
B. S. Kim, S. P. Kim, Y. S. Moon, and M. J. Choi, “Design and implementation of scaling-invariant boundary image matching system using time-series matching techniques,” ICIC Express Letters, Vol. 7, No. 1, pp. 209–214, Jan. 2013.[SCOPUS]
Y. Won, M. J. Choi, B. Park, and J. W. K. Hong, “An approach for failure recognition in IP-based industrial controlnetworks and systems,” International Journal of Network Management, Vol. 22, No. 6, pp. 477–493, Nov. 2012.[SCI(E)]
M. S. Gil, B. S. Kim, Y. S. Moon, and M. J. Choi, “Speed up of index creation for time-series similarity search with handling distortions,” Communications in Computer and Information Science, Vol. 310, pp. 401–408, Aug. 2012.[SCOPUS]
M. J. Choi, H. S. Kim, and Y. S. Moon, “Publishing sensitive time-series data under preservation of privacy and distance orders,” International Journal of Innovative Computing, Information and Control, Vol. 8, No. 5(B), pp. 3619–3638, May 2012.[SCI(E))]
S. Pandey, M. J. Choi, Y. J. Won, and J. W. K. Hong, “SNMP-based enterprise IP network topology discovery,” International Journal of Network Management, Vol. 21, No. 3, pp 169–184, May 2011.[SCI(E))]
C. K. Park, J. M. Kang, M. J. Choi, J. W. K. Hong, Y. H. Lim, S. Ju, and M. S. Choi, “Development and testing of an SNMP-based integrated management system for heterogeneous power line communication networks,” International Journal of Network Management, Vol. 20, No. 1, pp. 35–55, Jan. 2010.[SCI(E))]
J. M. Kang, H. T. Ju, M. J. Choi, J. W. K. Hong, and J. G. Kim, “OMA DM-based remote software fault management for mobile devices,” International Journal of Network Management, Vol. 19, No. 6, pp. 491–511, Nov. 2009.[SCI(E))]
W. J. Won, J. W. K. Hong, M. J. Choi, C. K. Hwang, and J. H. Yoo, “Measurement of download and play and streaming IPTV traffic,” IEEE Communications Magazine, Vol. 46, No. 10, pp. 154–161, Oct. 2008.[SCI(E))]
Working on it…
[International Conference]
T. Bae, J. Bang, and M. J. Choi, “I2D-IoT: IOTA-based IoT system for data integrity and access control,” In Proc. of the 25th Asia-Pacific Network Operations and Management Symposium, Kaohsiung, Taiwan, pp. 1–6, Sept. 2025.
S. Y. Jang, J. W. Kim, and M. J. Choi, “FedAttnPSO: an attention-guided PSO algorithm for enhancing performance in non-IID federated learning,” In Proc. of the 25th Asia-Pacific Network Operations and Management Symposium, Kaohsiung, pp. 1–4, Sept. 2025.
B. S. Lee, J. W. Kim, and M. J. Choi, “Federated Learning Based Network Intrusion Detection Model,” In Proc. of the 24st Asia-Pacific Network Operations and Management Symposium, Sejong, Republic of Korea, pp. 330–333, Sept. 2023.
J. Bang, M. J. Choi, “Design of personal data protection decentralized model using Blockchain and IPFS,” In Proc. of the 24st Asia-Pacific Network Operations and Management Symposium, Sejong, Republic of Korea, pp. 251–254, Sept. 2023.
B. S. Lee, J. W. Kim, and M. J. Choi, “Experimental comparison of hybrid sampling methods for an efficient NIDS,” In Proc. of the 23rd Asia-Pacific Network Operations and Management Symposium, Takamatsu, Japan, pp. 1–4, Oct. 2022.
J. H. Lee, J. W. Kim, and M. J. Choi, “SSAE – deep CNN model for network intrusion detection,” In Proc. of the 22nd Asia-Pacific Network Operations and Management Symposium, Tainan, Taiwan, pp. 78–83, Oct. 2021.
S. Pandey, M. J. Choi, J. H. Yoo, and J. W. K. Hong, “Streaming Pattern Based Feature Extraction for Training Neural Network Classifier to Predict Quality of VOD services,” In Proc. of the IFIP/IEEE International Symposium on Integrated Network Management, Bordeaux, France, pp. 551–557, May. 2021.
J. W. Kim, J. Namgung, Y. S. Moon, and M. J. Choi, “Experimental Comparison of Machine Learning Models in Malware Packing Detection,” In Proc. of the 21st Asia-Pacific Network Operations and Management Symposium, Tainan, Taiwan, pp. 377–380, Sept. 2021.
J. Bang, M. J. Choi, “Design and Implementation of Storage System for Real-time Blockchain Network Monitoring System,” in Proc. of the 20th Asia-Pacific Network Operations and Management Symposium, Matsue, Japan, pp. 1–4, Sept. 2019.
H. Kim, J. Bang, S. Son, N. Joo, M. J. Choi, and Y. S. Moon, “Message Latency-Based Load Shedding Mechanism in Apache Kafka,” in Proc. of the Euro-Par 2019: Parallel Processing Workshops, Göttingen, Germany, pp. 731–736, Aug. 2019.
J. Bang, M. J. Choi, “Design of Real-Time Transaction Monitoring System for Blockchain Abnormality Detection,” in Proc. of the Applied Physics, System Science and Computers III, Dubrovnik, Croatia, pp. 229–234, Sept. 2018.
J. Bang, S. Son, H. Kim, Y. S. Moon, and M. J. Choi, “Design and Implementation of a Load Shedding Engine for Solving Starvation Problems in Apache Kafka,” in Proc. of the NOMS 2018 – 2018 IEEE/IFIP Network Operations and Management Symposium, Taipei, Taiwan, pp. 1–4, Apr. 2018.
S. Son, S. Lee, M. S. Gil, M. J. Choi, and Y. S. Moon, “Locality Aware Traffic Distribution in Apache Storm for Energy Analytics Platform,” in Proc. of the 2018 International Conference on Big Data and Smart Computing, Shanghai, China, pp. 721–724, Jan. 2018.
B. D. Sija, Y. H. Goo, K. S. Shim, S. Kim, M. J. Choi, and M. S. Kim, “Survey on Network Protocol Reverse Engineering Approaches, Methods and Tools,” in Proc. of the 19thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 271–273, Sept. 2017.
S. Pandey, Y. S. Moon, and M. J. Choi, “Feasibility study for simulating community based content caching on CCN network using ndnSIM simulator,” in Proc. of the 19thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 275–279, Sept. 2017.
K. S. Shim, Y. H. Goo, S. Kim, M. J. Choi, and M. S. Kim, “SigManager: Automatic Payload Signature Management System for the Classification of Dynamically Changing Internet Applications,” in Proc. of the 19thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 350–353, Sept. 2017.
Y. H. Goo, S. H. Lee, S. Choi, M. J. Choi, and M. S. Kim, “A Traffic Grouping Method suign the Correlation Model of NEtwork Flow,” in Proc. of the 19th Asia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 386–390, Sept. 2017.
S. G. Choi, M. J. Choi, M. K. Shin, and S. I. Lee, “Yang Data Model for SFC Control Plane,” in Proc. of the 18thAsia-Pacific Network Operations and Management Symposium, Kanazawa, Japan, pp. 1–4, Oct. 2016.
K. S. Shim, S. H. Yoon, M. J. Choi, and M. S. Kim, “Signature Management System to cope with Traffic Changes in Application and Service,” in Proc. of the 17thAsia-Pacific Network Operations and Management Symposium, Busan, Korea, pp. 192–197, Aug. 2015.
K. H. Kim, M. J. Choi, “Android Malware Detection using Multivariate Time-Series Technique,” in Proc. of the 17thAsia-Pacific Network Operations and Management Symposium, Busan, Korea, pp. 198–202, Aug. 2015.
S. M. Kim, Y. H. Goo, M. S. Kim, S. G. Choi, and M. J. Choi, “A Method for Service Identification of SSL/TLS Encrypted Traffic with the Relation of Session ID and Server IP,” in Proc. of the 17thAsia-Pacific Network Operations and Management Symposium, Busan, Korea, pp. 487–500, Aug. 2015.
B. S. Kim, M. S. Gil, M. J. Choi, and Y. S. Moon, “Partial Denoising Boundary Image Matching Using Time-Series Matching Techniques,” S. Son, S. Lee, M. S. Gil, M. J. Choi, and Y. S. Moon, “Locality Aware Traffic Distribution in Apache Storm for Energy Analytics Platform,” in Proc. of the 2015 International Conference on Big Data and Smart Computing, Jeju, South Korea, pp. 136–141, Feb. 2015.
H. S. Ham, M. J. Choi, “Analysis of Android Malware Detection Performance using Machine Learning Classifiers,” in Proc. of the 2013 International Conference on Information and Communication Technology Convergence, Jeju, South Korea, pp. 490–495, Oct. 2013.
H. H. Kim, M. J. Choi, “Improvement of Application-Level Analysis of HTTP Traffic through Server-Client Correlation,” in Proc. of the 2013 International Conference on Information and Communication Technology Convergence, Jeju, South Korea, pp. 992–996, Oct. 2013.
H. H. Kim, M. J. Choi, “Towards Automatic Signature Generation for Identification of HTTP-based Applications,” in Proc. of the 15thAsia-Pacific Network Operations and Management Symposium, Hiroshima, Japan, pp. 1–3, Sept. 2013.
R. Kamal, J. H. Lee, C. K. Hwang, S. I. Moon, C. S. Hong, and M. J, Choi, “Psychic: An Autonomic Inference Engine for M2M Management in Future Internet,” in Proc. of the 15thAsia-Pacific Network Operations and Management Symposium, Hiroshima, Japan, pp. 1–3, Sept. 2013.
R. Kamal, C. S. Hong, and M. J. Choi, “Autonomic Learning Through Stochastic Games for Rational Allocation of Scarce Medical Resource,” in Proc. of the 2013 IFIP/IEEE International Symposium on Integrated Network Management, Ghent, Belgium, pp. 852–855, May. 2013.
H. S. Ham, M. J. Choi, “Applicaion-level Traffic Analysis of Smartphone Users Using Embedded Agents,” in Proc. of the 14thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 1–4, Sept. 2012.
C. G. Jin, M. J. Choi, “Integrated Analysis Method on HTTP Traffic,” in Proc. of the 14thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 1–6, Sept. 2012.
S. H. Shin, R. Kamal, R. Haw, S. I. Moon, C. S. Hong, and M. J. Choi, “Intelligent M2M Network using Healthcare Sensors,” in Proc. of the 14thAsia-Pacific Network Operations and Management Symposium, Seoul, Korea, pp. 1–4, Sept. 2012.
M. S. Siddiqui, C. S. Hong, and M. J. Choi, “Autonomics in Policy based Nework Management,” in Proc. of the 2012 IEEE Network Operations and Management Symposium, Maui, Hawaii, pp. 1179–1182, Apr. 2012.
S. Pandey, M. J. Choi, M. S. Kim, and J. W. K. Hong, “Towards Management of Machine to Machine Networks,” in Proc. of the 13thAsia-Pacific Network Operations and Management Symposium, Taipei, Taiwan, pp. 1–7, Sept. 2011.
S. S. Kim, M. J. Choi, H. T. Ju, M. Ejiri, and J. W. K. Hong, “Towards Management Requirements of Future Internet,” in Proc. of the 2009 IFIP/IEEE International Symposium on Integrated Network Management-Workshops, New York, USA, pp. 81–86, June. 2009.
S. Pandey, M. J. Choi, and S. J. Lee, “IP Network Topology Discovery Using SNMP,” in Proc. of the 2009 International Conference on Information Networking, Chiang Mai, Thailand, pp. 1–5, Jan. 2009.
Working on it….
[Domestic Journal]
배태모, 방지원, 황향희, 최미정, “End–Fog–Cloud 환경에서 데이터 무결성과접근 제어를 보장하는 데이터 프로비넌스 시스템,” KNOM Review, Vol. 28, No. 2, pp. 51–66 Dec. 2025. [KCI]
장선영, 김종욱, 최미정, “FedAttnPSO: Non-IID 환경에서 연합학습 정확도 향상을 위한 개선된 알고리즘 제안,” KNOM Review, Vol. 28, No. 1, pp. 10–20, Aug. 2025. [KCI]
이의찬, 방지원, 최미정, “머신 러닝을 활용한 스마트 컨트랙트 취약점 탐지 연구 동향,” KNOM Review, Vol. 27, No. 2, pp. 24–39, Dec. 2024.[KCI]
김종욱, 장선영, 최미정, “바이너리 파일에서 사용된 오픈소스 소프트웨어 재사용 탐지 연구,” KNOM Review, Vol. 27, No. 1, pp. 22–31, Aug. 2024.[KCI]
김종욱, 이범수, 최미정, “바이너리 파일에서 SBOM 생성을 위한 오픈소스 소프트웨어 재사용 탐지 아키텍처,” KNOM Review, Vol. 26, No. 2, pp. 10–20, Dec. 2023.[KCI]
김종욱, 최미정, “비트코인에서 불법 거래 탐지를 위한 그래프 신경망 연구,” KNOM Review, Vol. 26, No. 1, pp. 53–60, Aug. 2023.[KCI]
김종욱, 최미정, “BiLSTM 기반의 악성 파일 자동 탐지 및 분류 방안 연구,” KNOM Review, Vol. 25, No. 1, pp. 37–48, Aug. 2022.[KCI]
방지원, 최미정, “스마트 컨트랙트 취약점 탐지 도구 동향 분석,” KNOM Review, Vol. 25, No. 1, pp. 49–61, Aug. 2022.[KCI]
김종욱, 최미정, “엣지 컴퓨팅에서 딥러닝 기반의 침입 탐지 시스템 설계 및 구현,” 한국통신학회논문지, Vol. 47, No. 8, pp. 1114–1127, Aug. 2022.[KCI]