Publications

Papers

• Meherun Nesa, Young Yoon, Speed prediction and nearby road impact analysis using machine learning and ensemble of explainable AI techniques, Scientific Reports, 10.1038/s41598-024-74545-8, https://www.nature.com/articles/s41598-024-74545-8

• J Seo, Y Lee, Young Yoon, Self-sovereign and Secure Data Sharing Through Docker Containers for Machine Learning on Remote Node, Journal of Web Engineering, 23(5) pp. 637-656, https://ieeexplore.ieee.org/abstract/document/10654693

• Chan Kaihsiang, Young Yoon, Web 3.0 Chord DHT Resource Clustering, Journal of Web Engineering, 23(5) 699-716, https://ieeexplore.ieee.org/abstract/document/10654691

• Hojun Lee, Minhee Kang, Keeyeon Hwang, Young Yoon, The typical AV accident scenarios in the urban area obtained by clustering and association rule mining of real-world accident reports, Heliyon, 2024, e25000, ISSN 2405-8440, https://doi.org/10.1016/j.heliyon.2024.e25000.

• Kang, M., Seo, J., Hwang, K., & Yoon, Y. (2024). Critical voxel learning with vision transformer and derivation of logical AV safety assessment scenarios. Accident Analysis & Prevention, 195, 107422. https://www.sciencedirect.com/science/article/pii/S0001457523004694

• Lee, C.J.; Jeong, S.H.; Yoon, Y. ENN: Hierarchical Image Classification Ensemble Neural Network for Large-Scale Automated Detection of Potential Design Infringement. Appl. Sci. 2023, 13, 12166. https://doi.org/10.3390/app132212166 

• Kim, H.; Yoon, Y. An Ensemble of Text Convolutional Neural Networks and Multi-Head Attention Layers for Classifying Threats in Network Packets. Electronics 2023, 12, 4253. https://doi.org/10.3390/electronics12204253

• Young Yoon, Jaehoon Kim, Homomorphic Matching on Publish/Subscribe Brokers based on Simple Integer Partition and Factorization for Secret Forwarding, ACM/IFIP International Conference on Middleware (Poster and Demo Track) 2022

• Young Yoon, Seughwan Lee , On-the-Fly Autoencoders as Subscriptions for Face Detection on Publish/Subscribe System, ACM/IFIP International Conference on Middleware (Poster and Demo Track) 2022

• M Nesa, TR Shaha, Y Yoon, Prediction of juvenile crime in Bangladesh due to drug addiction using machine learning and explainable AI techniques, Journal of Computational Social Science (2022). https://doi.org/10.1007/s42001-022-00175-7 

• M Kang, W Lee, K Hwang, Y Yoon, Vision Transformer for Detecting Critical Situations and Extracting Functional Scenario for Automated Vehicle Safety Assessment, Sustainability 14 (15), 9680, https://doi.org/10.3390/su14159680

• Chanjae Lee, Young Yoon, A Novel Bus Arrival Time Prediction Method Based on Spatio-Temporal Flow Centrality Analysis and Deep Learning, Electronics 11 (12), 1875, https://doi.org/10.3390/electronics11121875 

• Junggul Kim, Chanjae Lee, Jiyoo Seo, Seokmin Yoon, Young Yoon, Detecting Design Infringement Using Multi-Modal Visual Data and Auto Encoder based on Convolutional Neural Network, Journal of KIISE, Vol. 49, No. 2, pp. 137-144, 2022. 2 https://doi.org/10.5626/JOK.2022.49.2.137 

• Yoo Jin Kim and Young Yoon, Speed Prediction and Analysis of Nearby Road Causality Using  Explainable Deep Graph Neural Network, Journal of The Korea Convergence Society, Vol. 13 No. 1, pp. 51-62, 2022

• Young Yoon, Hyunmin Kim, Siwoo Lee and Safa Siavash Pouri, Development and Operation of Remote Lone-Senior Monitoring System Based on Heterogeneous IoT Sensors and Deep Learning, Journal of The Korea Convergence Society, Vol. 13. No. 1, pp. 387-398, 2022

• Kim, B.H.; Yoon, Y. Cloud Storage Service Architecture Providing the Eventually Consistent Totally Ordered Commit History of Distributed Key-Value Stores for Data Consistency Verification. Electronics 2021, 10, 2702. https://doi.org/10.3390/electronics10212702 

• Youngrae Kim and Young Yoon, Zone-Agnostic Greedy Taxi Dispatch Algorithm Based on Contextual Matching Matrix for Efficient Maximization of Revenue and Profit, Electronics 2021, 10(21), 2653, https://doi.org/10.3390/eletronics10212653

• Dong Mug Kang, Sang Hun Yoon, Dae Kyo Shin, Young Yoon, Hyeon Min Kim, Soo Hyun Jang: A Study on Attack Pattern Generation and Hybrid MR-IDS for In-Vehicle Network. ICAIIC 2021: 291-294 

• Heesu Hwang, Junsung Ahn, Hyunbae Lee, Jiwon Oh, Jaehwan Kim, Jae-Pyeong Ahn, Hong-Kyu Kim, Jong-Ho Lee, Young Yoon, Jin-Ha Hwang, Deep learning-assisted microstructural analysis of Ni/YSZ anode composites for solid oxide fuel cells, Materials Characterization, 110906, 2021

• Jun Hyung Park, Chan Jae Lee, Young Yoon, Dynamic Pricing Based on Reinforcement Learning Reflecting the Relationship between Driver and Passenger Using Matching Matrix, The Journal of The Korea Institute of Intelligent Transport System, Vol.19 No.6(2020) December, 2020, pp. 118 ~ 133

• C Lee, Y Yoon, Context-Aware Link Embedding with Reachability and Flow Centrality Analysis for Accurate Speed Prediction for Large-Scale Traffic Networks, Electronics 9 (11), 1800, 2020

• Integrated Application of Semantic Segmentation-Assisted Deep Learning to Quantitative Multi-Phased Microstructural Analysis in Composite Materials: Case Study of Cathode Composite Materials of Solid Oxide Fuel Cells accepted to appear in Journal of Power Sources (2020)

• Kye Woong Lee, Seung Taek Oh, Young Yoon, Modeling and Selecting Optimal Features for Machine Learning Based Detections of Android Malwares, to apper in KIPS Transactions on Software and Data Engineering (2019)

• Young, Yoon, Juno Moon, Verifying the Integrity of Private Transaction Information in Smart Contract using Homomorphic Encryption, IEEE ECICE (2019)

• Donghyun Kim, Keeyeon Hwang, Young Yoon, Prediction of Traffic Congestion in Seoul by Deep Neural Network, Journal of ITS, Vol.18 no.4 (2019)

• Young Yoon, Heesu Hwang, Yongjun Choi, Minbeom Joo, Hyeyoon Oh, Insun Park, Keon-Hee Lee, Jin-Ha Hwang, Analyzing Basketball Movements and Pass Relationships using Realtime Object Tracking Techniques based on Deep Learning, To appear in IEEE Access (2019)

• Heesu Hwang, Jiwon Oh, Keon-Hee Lee, Jung-Hwan Cha, Eunsoo Choi, Young Yoon, and Jin-Ha Hwang: Synergistic Approach to Quantifying Information on a Crack-Based Network in Loess/Water Material Composites Using Deep Learning and Network Science. To appear in Computational Material Science (2019)

• Young Yoon, YongJun Choi: On Multilateral Security Monitoring and Analysis With an Abstract Tomogram of Network Flows. IEEE Access 6: 24118-24127 (2018)

• Young Yoon, Wonjae Kim: Bluff Forwarding: A Practical Protocol for Delivering Refreshed Symmetric Keys on a Multi-Path Big Data Ingestion System. IEEE Access 6: 24299-24310 (2018)

• Wonjae Kim, Young Yoon: A Platform for Choreography of Heterogeneous Healthcare Services. DEBS 2018: 246-247

• YongJun Choi, Young Yoon: Moscato: A Novel Management Tool for Large-Scale Data and Event Processing Platforms. DEBS 2018: 248-249

• Hana Lee, Young Yoon (2018) Interest Recognition from Online Instant Messaging Sessions using Text Segmentation and Document Embedding Techniques, to appear at IEEE ICCC

• Yoon Y, Jung H, Lee H (2018) Abnormal network flow detection based on application execution patterns from Web of Things (WoT) platforms. PLoS ONE 13(1): e0191083. https://doi.org/10.1371/journal.pone.0191083 Open Access

• Yoon Y (2017) Per-service supervised learning for identifying desired WoT apps from user requests in natural language. PLoS ONE 12(11): e0187955. https://doi.org/10.1371/journal.pone.0187955 Open Access

• Hana Lee, Young Yoon, Engineering doc2vec for Automatic Classification of Product Descriptions on O2O Applications, Electronic Commerce Journal, DOI :10.1007/s10660-017-9268-5, 2017 Link

• Young Yoon, YongJun Choi, Suchul Shin: Multilateral Context Analysis based on the Novel Visualization of Network Tomography: Poster. ACM DEBS 2017: 343-344 Link

• Hana Lee, Eunsoo Lim, Younghin Cho, Young Yoon, Automatic Classification of Product Data for Natural General-Purpose O2O Application Interface, Proceedings of the 2016 KIPS Annucal Fall Conference, Busan, South Korea (Best Paper Runner-up) Open Access

• Young Yoon, Performance Analysis of CRF-Based Learning for Processing WoT Application Requests Expressed in Natural Language. SpringerPlus 5(1):1324, doi:10.1186/s40064-016-3012-9, 2016 Open Access

• Yoon Y, Kim BH (2016) Secret Forwarding of Events over Distributed Publish/Subscribe Overlay Network. PLoS ONE 11(7): e0158516. doi: 10.1371/journal.pone.0158516 Open Access

• Young Yoon, Nathan Robinson, Vinod Muthusamy, Sheila A. McIlraith, Hans-Arno Jacobsen: Planning the transformation of overlays. SAC 2016: 500-507 Link

• Young Yoon, Daehyun Ban, Sungwon Han, Donghyek An, Eunho Heo, Sangho Shin, Device/Cloud Collaboration Framework for Intelligence Applications, Internet of Things: Principes and Paradigms 2016 pp 49 - 60 Link

Patents

• 위조품 판별 서비스를 제공하는 사용자 단말, 방법 및 서버 (DEVICE, METHOD AND SERVER FOR PROVIDING FORGERY DETECTING SERVICE) https://doi.org/10.8080/1020200189883

• Terminal, cloud apparatus, driving method of terminal, method for processing cooperative data, computer readable recording medium, US11228653B2, https://patents.google.com/patent/US11228653B2/en

• 분산 합의 시스템 및 합의 네트워크 서버 (DISTRIBUTED CONSENSUS SYSTEM AND CONSENSUS NETWORK SERVER), 1023675230000 , https://doi.org/10.8080/1020200100633

• 악성 코드를 판단하는 장치, 방법 및 컴퓨터 프로그램 (APPARATUS, METHOD AND COMPUTER PROGRAM FOR DETECTING MALICIOUS CODE), 1023785020000, https://doi.org/10.8080/1020200042563

• 블록체인 네트워크 기반의 스마트 계약의 수행 방법 및 이에 적합한 스마트 계약 수행 시스템 (Method for performing smart contract based on block chain network and smart contract performing system therefor), 1023081850000, https://doi.org/10.8080/1020190065522

• 네트워크에 대한 침해 공격을 탐지하는 장치, 방법 및 컴퓨터 프로그램, 10-2021-0194486

• DHT 및 Trust Zone 기반 P2P 간 보안성이 강화된 리소스 큐레이션 시스템, 10-2023-0139745

• 3D-LiDAR PCD Voxel 및 ViT 기반 자율주행차 안전성 평가를 위한 시나리오 생성 방법 및 장치, 10-2023-0155140 

• Docker 및 NFS를 통해 보안성을 강화한 데이터 공유 시스템 및 방법, 10-2024-0037853 

All other publications, refer to Google Scholar.

"분산 컴퓨팅", 2024년 대한민국학술원 우수학술도서 선정