Contact email: dragonhci@daum.net and

Number '+82-31-249-1382'

Project Portfolio
KGU Data Mining Lab. YouTube Channel: www.youtube.com/@dmkgu2023

Project Portfolio : http://dm.kyonggi.ac.kr/dmprortfolio.html


Object Detection and Behavior Analysis System: youtu.be/pw-yCAAQ11Q

Traffic Safety Emerging Risk Mining Application: youtu.be/8sVYre5_-8I

Traffic Safety Index Programme for Emerging Risk Forecasting: youtu.be/RPu6qxtBtFQ

Motion Classification using One Shot Object Detection: youtu.be/1RLZJ61qBvI



Journal Papers
◾J. W Baek, K. Chung (2023) Swin Transformer-based Object Detection Model using Explainable Meta-Learning Mining, Applied Sciences, 13(5) 3213-3226

◾J. W Baek, K. Chung (2023) Multi-Context Mining based Graph Neural Network for predicting Emerging Health Risk, IEEE Access, 11(1) 15153-15163

◾J. W Baek, K. Chung (2023) Explainable Anomaly Detection Using Vision Transformer Based SVDD, CMC-Computers, Materials & Continua, 74(3) 6573–6586

◾ S. E Lee, S. E. Choi, G. Park, Y. Y. Kang, J. W. Baek, K. Chung (2022) Mask R-CNN based Occlusion Anomaly Detection considering Orientation in Manufacturing Process Data, IEIE Transactions on Smart Processing and Computing, 11(6) 393-399

◾J. S. Kang, K. Chung (2022) STAug: Copy Paste based Image Augmentation Technique using Salient Target 10(1) 123605-123613

◾S. S. Park, H. J. Kwon, J. W. Baek, K. Chung (2022) Dimensional Expansion and Time-series Data Augmentation Policy for Skeleton-based Pose Estimation, IEEE Access 10(1) 112261-112272

◾B. U. Jeon, K. Chung (2022) CutPaste-based Anomaly Detection Model using Multi-Scale Feature Extraction in Time Series Streaming Data, KSII Transactions on Internet and Information Systems, 16(8) 2787-2800

◾H. Yoo, K. Chung (2022) Classification of Multi-Frame Human Motion Using CNN-based Skeleton Extraction, Intelligent Automation & Soft Computing 34(1) 1-13

◾J. W Baek, K. Chung (2022) CNN-based Health Model using Knowledge Mining of Influencing Factors, Personal and Ubiquitous Computing, 26(2) 221-231

◾S. S. Park, K. Chung (2022) MMCNet: Deep Learning-based Multimodal Classification Model using Dynamic Knowledge, Personal and Ubiquitous Computing, 26(2) 355-364

◾J. W Baek, K. Chung (2022) Dementia Prediction Support Model using Regression Analysis and Image Style Transfer, Applied Sciences, 12(7) 3536-3550

◾H. J. Kwon, M. J. Kim, J. W. Baek, K. Chung (2022) Voice Frequency Synthesis using VAW-GAN based Amplitude Scaling for Emotion Transformation. TIIS 16(2) 713-725

◾J. S. Kang, K. Chung, Ellen J. Hong (2021) Multimedia Knowledge-based Bridge Health Monitoring using Digital Twin, Multim. Tools Appl. 80(26) 34609-34624

◾H. Yoo, K. Chung, S. Han (2021) Prediction of cardiac disease-causing pattern using multimedia extraction in health ontology, Multim. Tools Appl. 80(26) 34713-34729

◾J. C. Kim, K. Chung (2021) Knowledge Expansion of Metadata using Script Mining Analysis in Multimedia Recommendation, Multim. Tools Appl. 80(26) 34679-34695

◾J. W. Baek, K. Chung (2021) Multimedia Recommendation using Word2Vec based Social Relationship Mining, Multim. Tools Appl. 80(26) 34499-34515

◾H. J. Kwon, D. H Shin, K. Chung (2021) PGGAN-Based Anomaly Classification on Chest X-Ray Using Weighted Multi-Scale Similarity, IEEE Access 9(1) 113315-113325

◾S. E. Ryu, K. Chung (2021) Detection Model of Occluded Object based on YOLO using Hard-example Mining and Augmentation Policy Optimization, Applied Sciences, 11(15) 7093-7109

◾H. Yoo, J. W. Baek, K. Chung (2021) CNN based Voice Emotion Classification Model for Risk Detection, Intelligent Automation & Soft Computing 29(1) 319-334

◾B. K. Koo, J. W. Baek, K. Chung (2021) Weight Feedback based Harmonic MDG-ensemble Model for Prediction of Traffic Accident Severity, Applied Sciences 11(11) 5072-5089

◾H. J. Kim, J. W. Baek, K. Chung (2021) Associative Knowledge Graph using Fuzzy Clustering and Min-Max Normalization in Video Contents, IEEE Access 9(1) 74802-74816

◾J. W. Baek, K. Chung (2021) Multi-Level Health Knowledge Mining Process in P2P Edge Network, IEEE Access 9(1) 61623-61634

◾H. Yoo, S. Han, K. Chung (2021) Diagnosis Support Model of Cardiomegaly based on CNN using Resnet and Explainable Feature Map, IEEE Access 9(1) 55802-55813

◾J. C. Kim, K. Chung (2020) Hybrid Multi-modal Deep Learning using Collaborative Concat Layer in Health Bigdata, IEEE Access 8(1) 192469-192480

◾M. J. Kim, J. S. Kang, K. Chung (2020) Word Embedding based Traffic Document Classification Model for detecting Emerging Risk using Sentiment Similarity Weight, IEEE Access 8(1) 183983-183994

◾S. E. Ryu, D. H. Shin, K. Chung (2020) Prediction Model of Dementia Risk based on XGBoost using Derived Variable Extraction and Hyper Parameter Optimization, IEEE Access 8(1): 177708-177720

◾J. W. Baek, K. Chung (2020) Pothole Classification Model Using Edge Detection in Road Image, Applied Sciences 10(19) 6662-6680

◾S. Y. Choi, K. Chung (2020) Knowledge Process of Health Big Data using MapReduce-based Associative Mining, Personal and Ubiquitous Computing 24(5) 571-581

◾J. C. Kim, K. Chung (2020) Discovery of Knowledge of Associative Relations using Opinion Mining Based on a Health Platform, Personal and Ubiquitous Computing 24(5) 583-593

◾D. H. Shin, K. Chung, R. C. Park (2020) Prediction of Traffic Congestion Based on LSTM through Correction of Missing Temporal and Spatial Data, IEEE Access 8(1) 150784-150796

◾J. S. Kang, J. W. Baek, K. Chung (2020) PrefixSpan based Pattern Mining using Time Sliding Weight for Streaming Data, IEEE Access 8(1) 124833-124844

◾H. J. Kim, J. W. Baek, K. Chung (2020) Optimization of Associative Knowledge Graph using TF-IDF based Ranking Score, Applied Sciences 10(13) 4590-4610

◾D. H. Shin, R. C. Park, K. Chung (2020) Decision Boundary-Based Anomaly Detection Model using Improved AnoGAN From ECG Data, IEEE Access 8(1) 108664-108674

◾J. C. Kim, K. Chung (2020) Multi-modal Stacked Denoising Autoencoder for Handling Missing Data in Health Big Data, IEEE Access 8(1) 104933-104943

◾J. C. Kim, K. Chung (2020) Neural-Network based Adaptive Context Prediction Model for Ambient Intelligence, Journal of Ambient Intelligence and Humanized Computing 11(4) 1451-1458

◾J. C. Kim, K. Chung (2020) Knowledge-based Hybrid Decision Model Using Neural Network for Nutrition Management. Information Technology and Management 21(1): 29-39

◾K. Chung, H. Yoo (2020) Edge Computing Health Model Using P2P-Based Deep Neural Networks. Peer-to-Peer Networking and Applications 13(2): 1278-1287

◾J. W. Baek, K. Chung (2020) Context Deep Neural Network Model for Predicting Depression Risk using Multiple Regression, IEEE Access 8(1): 18171-18181

◾J. C. Kim, K. Chung (2019) Sequential-index Pattern Mining for Lifecare Telecommunication Platform. Cluster Computing. 22(4): 1039-1048

◾D. H. Shin, K. Chung, R. C. Park (2019) Detection of Emotion Using Multi-Block Deep Learning in a Self-Management Interview App. Appl. Sci. 9(22): 4830-4845

◾J. S. Kang, D. H. Shin, J. W. Baek, K. Chung (2019) Activity Recommendation Model using Rank Correlation for Chronic Stress Management. Appl. Sci. 9(20): 4284-4296

◾J. W. Baek, J. C. Kim, J. Chun, K. Chung (2019) Hybrid Clustering based Health Decision-making for improving Dietary Habits, Technology and Health Care 27(5): 459-472

◾J. C. Kim, K. Chung (2019) Prediction Model of User Physical Activity using Data Characteristics-based Long Short-term Memory Recurrent Neural Networks. TIIS 13(4): 2060-2077

◾K. Chung, H. Yoo, D. Choe, H. Jung (2019) Blockchain Network Based Topic Mining Process for Cognitive Manufacturing. Wireless Personal Communications 105(2): 583-597

◾J. C. Kim, K. Chung (2019) Mining Based Time-Series Sleeping Pattern Analysis for Life Big-Data. Wireless Personal Communications 105(2): 475-489

◾J. C. Kim, K. Chung (2019) Associative Feature Information Extraction Using Text Mining from Health Big Data. Wireless Personal Communications 105(2): 691-707

◾C. W. Song, H. Jung, K. Chung (2019) Development of a medical big-data mining process using topic modeling. Cluster Computing 22(Suppl 1): 1949-1958

◾H. Yoo, K. Chung (2018) Heart rate variability based stress index service model using bio-sensor. Cluster Computing 21(1): 1139-1149

◾H. Yoo, K. Chung (2018) Mining-based lifecare recommendation using peer-to-peer dataset and adaptive decision feedback. Peer-to-Peer Networking and Applications 11(6): 1309-1320

◾J. C. Kim, K. Chung (2018) Mining health-risk factors using PHR similarity in a hybrid P2P network. Peer-to-Peer Networking and Applications 11(6): 1278-1287



Conference Papers
Byeong-Uk Jeon, Seo-El Lee, Ji-Won Baek, Kyungyong Chung, Dynamic Framerate SlowFast Model for Object Detection Performance, The 12th International Conference on Convergence Technology 2022(ICCT2022), pp.69-70, 30 June 2022.☆

Hye-Jeong Kwon, Da-Kyoung Hong, So-Eun Choi, Byeong-Uk Jeon, Seo-El Lee, Kyungyong Chung, Cam-based Aviation Hazardous Material Classification Model using Attention Mechanism, The 17th Asia Pacific International Conference on Information Science and Technology 2022(APIC-IST2022), pp.224-226, 21 June 2022.

Min-Jeong Kim, Byeong-Uk Jeon, Hyun Yoo, Kyungyong Chung, Pedestrian Risk Detection Method using Word Representation, The 17th Asia Pacific International Conference on Information Science and Technology 2022(APIC-IST 2022), pp.226-229, 21 June 2022.

Byeong-Uk Jeon, Ye-Yeon Kang, Ji-Won Baek, Hyun Yoo, Kyungyong Chung, Multi-Scale Feature Extraction and GANomaly-Based Audio Anomaly Detection Model for Crime Prevention, The 17th Asia Pacific International Conference on Information Science and Technology 2022(APIC-IST 2022), pp.230-232, 21 June 2022.

Ji-Won Baek, Geon Park, Min-Jeong Kim, Hye-Jeong Kwon, Kyongyung Chung, Knowledge Graph based on Object Detection for Arson Crime Prediction, The 17th Asia Pacific International Conference on Information Science and Technology 2022(APIC-IST 2022), pp.286-288, 21 June 2022.

Hye-Jeong Kwon, Byeong-Uk Jeon, Min-Jeong Kim, Ji-Won Baek, Kyungyong Chung, Prediction of Anomaly Traffic Flow base on Distribution Distance using Semi-Supervised Learning, The 13th International Conference on Internet 2021 (ICONI2021), pp.169-171, Jeju, Dec 12-14, 2021.☆

Ji-Won Baek, Yeyeon Kang, Young-Min An, Dong-Joon Lee, and Kyungyong Chung, Interpretable Spam Prediction using Keyword Extraction base on TF-IDF, The 13th International Conference on Internet 2021 (ICONI2021), pp.172-174, Jeju, Dec 12-14, 2021.

Min-Jeong Kim, Hyun Yoo, Kyungyong Chung, Contact Detection using Deep Learning-based Multi-objects Classification, The 13th International Conference on Internet 2021 (ICONI2021), pp.239-241, Jeju, Dec 12-14, 2021.

Hye-Jeong Kwon, Ji-Soo Kang, Ji-Won Baek, Kyungyong Chung, Fast R-CNN based Imbalanced Posture Determination Model using OpenPose in Multi-Angle Images, The International Conference on Convergence Technology 2021(ICCT2021), pp.275-276, Jeju, 1 July 2021.☆Best Paper Award

Ji-Won Baek, Dong-Hoon Shin, Kyungyong Chung, Graph Neural Network based Recommendation Model for Traffic Safety, The International Conference on Convergence Technology 2021(ICCT2021), pp.273-274, Jeju, 1 July 2021.

Hyun Yoo, Ji-Won Baek, Ji-Soo Kang, Kyungyong Chung, Frequency Landmark Selection using CNN-based Heat Map for Voice Emotion Prediction, The 16th Asia Pacific International Conference on Information Science and Technology 2021(APIC-IST2021), pp.26-28, 21 June 2021.☆Outstanding Paper

Min-Jeong Kim, Hye-Jeong Kwon, Ji-Soo Kang, Ji-Won Baek, Kyungyong Chung, Extraction of Road Risk Factors Based on Regression Analysis to Prevent Traffic Accidents, The 16th Asia Pacific International Conference on Information Science and Technology 2021(APIC-IST2021), pp.92-94, 21 June 2021.

Hye-Jeong Kwon, Dong-Hoon Shin, Dong-Joon Lee, Byeong-Uk Jeon, Kyungyong Chung, Thorax Disease Classification Using Structure Deformation Analysis based on Unsupervised Learning, The 16th Asia Pacific International Conference on Information Science and Technology 2021(APIC-IST2021), pp.95-97, 21 June 2021.

Ji-Won Baek, Min-Jeong Kim, Hye-Jeong Kwon, Kyungyong Chung, Health Block based Knowledge Mining using Mutual Information, The 7th International Conference for Small & Medium Business 2021(ICSMB2021), 8(1), pp.19-20, Jeju, 14Jan2021.☆Best Paper Award

Ji-Won Baek, Hye-jeong Kwon, Joo-Chang Kim, Hoill-Jung, Kyungyong Chung, Traffic-Crime Association Knowledge using Text Mining in Streaming Contents, The 12th International Conference on Internet 2020 (ICONI2020), pp.679-681, Jeju, Dec 13-16, 2020.

Min-Jeong Kim, Ji-Soo Kang, Sung-Soo Park, Dong-Hoon Shin, Roy C. Park, Kyungyong Chung: Correlation Analysis between Influencing Factors and Traffic Speed in Accident Prone Areas, The 12th International Conference on Internet 2020 (ICONI2020), pp. 682-684, Jeju, Dec 13-16, 2020.

Ji-Won Baek, Seong-Eun Ryu, ByoungKook Koo, Sung-Soo Park, Kyungyong Chung, Risk Prediction using Correlation from Traffic Modality, The 10th International Conference on Convergence Technology 2020 (ICCT2020), pp.110-111, Jeju, 9 July 2020.

Hyun-Jin Kim, Min-Jeong Kim, Joo-Chang Kim, Kyungyong Chung, Traffic Knowledge Graph using Associative Document Weight, The 10th International Conference on Convergence Technology 2020 (ICCT2020), pp.140-141, Jeju, 9 July 2020.

Ji-Won Baek, Sung-Soo Park, So-Young Choi, Ji-Soo Kang, Min-Jeong Kim, Joo-Chang Kim, Kyungyong Chung, "Knowledge-mining based Activity Recommendation for Stress Management", The 9th International Conference on Convergence Technology 2019 (ICCT2019), pp.158-159, Jeju, 4 July 2019.

Joo-Chang Kim, Hoill Jung, MyungA Kang, Kyungyong Chung, Block-chain Network based on Smart Contract for Health Security, International Research Conference on Innovation, Technology and Sustainability 2019 (IRCITS2019), pp. 268-269, Manila, Philippines, Jan 24, 2019.

Ji-Won Baek, Hyun Yoo, Namgi Kim, Kyungyong Chung, "Adaptive Knowledge Processing for Learning of Multimodal Model", The 10th International Conference on Internet 2018 (ICONI2018), pp.405-407, Phnom Penh, Cambodia, 18 Dec, 2018.

Hye-Yun Jung, Joo-Chang Kim, Hyun Yoo, Sunmoon Jo, Kyongyoung Chung, Medical Big-data based Cloud Computing in Health Platform, The 8th International Conference on Convergence Technology 2018 (ICCT2018), pp.399-400, Jeju, 6 July 2018.

Joochang Kim, Supratip Ghose, Ahra Kim, MyungA Kang, Kyungyong Chung, "BlockChain based Trust Process for Smart Manufacturing", The 5th International Conference for Small & Medium Business 2018 (ICSMB2018), pp.235-236, Manila, Philippines, January 18, 2018.

Joo-Chang Kim, Hyun Yoo, Myung-A Kang, Supratip Ghose, Kyungyong Chung, "Big Lifelog-based Management using Similarity for Health Platform", The 7th International Conference on Convergence Technology 2017 (ICCT2017), pp.627-628, Hokkaido, Japan, 6 July 2017.

Joo-Chang Kim, Hoill Jung, Hyun Yoo, Jonghun Kim, Kyungyong Chung, "Medical Mining based Silver Smart Platform for Elderly Health", The 4th International Conference for Small & Medium Business 2017 (ICSMB2017), pp.356-357, Okinawa, Japan, January 19, 2017.



Awards
2023
대상, Factory Hack Korea 팩토리핵 코리아 2023, 2023.02.03.(김현빈, 전병욱, 김규일, 조성운)

Best Paper Award, The International Conference on Small & Medium Business 2023, 2023.01.12.(이서엘, 김규일, 전병욱, 김도훈, 정경용)

2022
우수논문상, 한국디지털정책학회 2022 동계학술대회, 2022.01.13.(전병욱, 김민정, 백지원, 강예연, 정경용)

Best Paper Award, The 12th International Conference on Convergence Technology 2022, 2022.06.30.(전병욱, 이서엘, 백지원, 정경용)

2021
우수발표논문상, 2021 한국인공지능융합기술학회 추계학술대회, 2021.11.27.(권혜정, 전병욱, 김민정, 백지원, 정경용)

우수상, 2021년 한국보건산업진흥원 대국민 혁신 아이디어 공모전, 2021.08.31.(이동준, 전병욱, 백지원, 김민정, 권혜정)

Best Paper Award, The 11th International Conference on Convergence Technology 2021, 2021.07.01.(권혜정, 강지수, 백지원, 정경용)

Outstanding Paper, The 16th Asia Pacific International Conference on Information Science and Technology 2021, 2021.06.21.(유현, 백지원, 강지수, 정경용)

대상, 2021년 비대면 비즈니스모델 아이디어 발굴 경진대회, 경상대학교 LINC+, 2021.02.17.(강지수, 김민정, 권혜정, 전병욱, 이동준)

Best Paper Award, The International Conference on Small & Medium Business 2021, 2021.01.14.(백지원, 김민정, 권혜정, 정경용)

2020
장려상, 2020년 전국 학생 빅데이터 분석 경진대회, 한밭대학교 빅데이터AI센터, 2020.12.23.(신동훈, 구병국, 권혜정, 류성은, 정경용)

우수논문상, 한국융합신호처리학회 2020년 하계학술대회, 2020.08.07.(권혜정, 김민정, 강지수, 백지원, 신동훈, 정경용)

Best Paper Award, The 10th International Conference on Convergence Technology 2020, 09 July 2020.(백지원, 류성은, 구병국, 박성수, 정경용)

2019
장려상, 2019년 학생 빅데이터 분석 경진대회, 한밭대학교 LINC+ 사업단장, 2019.11.14.(강지수, 신동훈, 백지원, 최소영, 정경용)

우수발표논문상, 2019년 한국신호처리학회 하계학술대회, 계명대학교, 2019.06.29.(김석표, 최은수, 박성수, 김주창, 정경용)

우수논문상, 2019년 한국지식정보기술학회 춘계학술대회 학부생 논문경진대회, 청운대학교, 2019.05.31.(김민정, 김주창, 박찬홍, 조선문, 정경용)

2018
동상, 2018년 중소기업융합학회 추계종합학술대회 학부생경진대회, 안양대학교, 2018.10.26.(강지수, 최소영, 정혜윤, 정경용)

우수논문상, 2018년 중소기업융합학회 추계종합학술대회 학부생경진대회, 안양대학교, 2018.10.26.(최소영, 박성수, 백지원, 김주창, 정경용)

우수논문상, 2018년 한국지식정보기술학회 추계학술대회 학부생 논문경진대회, 남서울대학교, 2018.10.26.(박성수, 백지원, 정경용)

우수논문상, 2018년 한국지식정보기술학회 춘계학술대회 학부생 논문경진대회, 한국교통대학교, 2018.06.01.(강지수, 최소영, 정혜윤, 김주창, 정경용)

2017
우수논문상, 2017년 한국디지털정책학회 추계공동학술대회, 한성대학교, 2017.12.02.(정혜윤, 유현, 김주창, 정경용)

우수논문상, 2017년 한국디지털정책학회 추계공동학술대회, 한성대학교, 2017.12.02.(최소영, 유현, 김주창, 정경용)

장려상, 2017년 중소기업융합학회 추계종합학술대회, 충북대학교, 2017.10.27.(김준성, 최소영, 정혜윤, 김주창, 김아라, 정경용)