Embedded Files
◾M. J. Kim, K. Chung (2025) T5-Based Anomaly-Behavior Video Captioning Using Semantic Relation Mining, Applied Soft Computing, Accepted 14Sep2025
◾J. W. Baek, K. Chung (2024) Meta Learning based Object Tracking Technology: A Survey, KSII Transactions on Internet and Information Systems, 18(8) 2067-2081
◾S. E. Lee, H. Yoo, J. Chang, K. Chung (2024) Feedback Based Evolutionary Spiral Learning Method for Reducing Class Ambiguity, IEEE Access, 12(1) 114626-114635
◾G. W. Kim, W. H. Kim, K. Chung, J. C. Kim (2024) Extraction of Meta-Data for Recommendation using Keyword Mapping, IEEE Access, 12(1) 103647-103659
◾G. I. Kim, K. Chung (2024) ViT-Based Multi-Scale Classification Using Digital Signal Processing and Image Transformation, IEEE Access, 12(1) 58625-58638
◾S. E. Lee, H. Yoo, K Chung (2024) Pose Pattern Mining Using Transformer for Motion Classification, Applied Intelligence, 54(5) 3841-3858
◾G. I Kim, H. Yoo, S. H. J. Cho, K Chung (2024) Defect Detection Model using Time Series Data Augmentation and Transformation, Computers, Materials & Continua, 78(2) 1713-1730
◾H. Yoo, S. E Lee, K Chung (2023) Deep Learning-Based Action Classification Using One-Shot Object Detection, Computers, Materials & Continua, 76(2) 1343-1359
◾J. W. Baek, K. Chung (2023) Captioning Model based on Meta-Learning using Prior-Convergence Knowledge for Explainable Images, Personal and Ubiquitous Computing, 27(3) 1191-1199
◾K. Chung, J. S. Kim (2023) Multi-modal Emotion Prediction System using Convergence Media and Active Contents, Personal and Ubiquitous Computing, 27(3) 1245-1255
◾J. W. Baek, K. Chung (2023) Accident Risk Prediction Model Based on Attention-Mechanism LSTM using Modality Convergence in Multimodal, Personal and Ubiquitous Computing, 27(3) 1179–1189
◾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
◾박건, 안재윤, 유현, 정경용, 콘크리트 구조물의 이상 탐지를 위한 시맨틱 분할 기반의 데이터 증강 기법, 한국정보기술학회논문지, Vol. 21, No. 8, pp. 11-17, 2023.8.
◾박건, 강예연, 김규일, 정경용, Non-Local Means 잡음 제거와 데이터 증강을 이용한 YOLO 기반 객체 특징 탐색, 대한전기학회논문지, 제71권, 제9호, pp.1280-1285, 2022.9.
◾전병욱, 강지수, 정경용, 도로교통 이머징 리스크 탐지를 위한 AutoML과 CNN 기반 소프트 보팅 앙상블 분류 모델, 융합정보논문지, 제11권, 제7호, pp.14-20, 2021.7.
◾이동준, 강지수, 정경용, 불균형 클래스에서 AutoML 기반 분류 모델의 성능 향상을 위한 데이터 처리, 융합정보논문지, 제11권, 제6호, pp.49-54, 2021.6.
◾강지수, 정경용, 정호일, 시간흐름을 고려한 특징 추출과 군집 분석을 이용한 헬스 리스크 관리, 한국융합학회논문지, 제12권, 제1호, pp.99-104, 2021.1
◾류성은, 김현진, 구병국, 권혜정, 박찬홍, 정경용, 도로 위험 탐지를 위한 데이터 편향성 최적화 기반 연관 추론 모델, 한국융합학회논문지, 제11권, 제9호, pp.1-6, 2020.9
◾강지수, 심세은, 조선문, 정경용, 교통 영상 빅데이터 처리를 위한 Yolo 기반 광원 객체 탐지, 융합정보논문지, 제10권, 제8호, pp.40-46, 2020.8
◾신동훈, 김민정, 오상엽, 정경용, 다중상황의 군집분석과 연관규칙을 이용한 지식추론 모델, 한국융합학회논문지, 제10권, 제9호, pp.11-16, 2019.9
◾최소영, 김주창, 정경용, 위장질환 관리를 위한 다중회귀분석을 이용한 식이영양 예측, 한국융합학회논문지, 제10권, 제7호, pp.1-6, 2019.7
◾강지수, 백지원, 정경용, 추천을 위한 키워드 가중치를 이용한 멀티모달 미디어 콘텐츠 분류, 융합정보논문지, 제9권, 제5호, pp.1-6, 2019.5
◾박성수, 백지원, 조선문, 정경용, 관절질환 관리를 위한 Mask R-CNN을 이용한 모션 모니터링, 한국융합학회논문지, 제10권, 제3호, pp.1-6, 2019.3
◾강지수, 정경용, 헬스 빅데이터 플랫폼을 위한 이기종 라이프로그 마이닝 모델, 한국융합학회논문지, 제9권, 제10호, pp.75-80, 2018.10
◾김주창, 정호일, 유현, 정경용, 스마트 공장에서 의사결정 모델을 이용한 순차 마이닝 기반 제조공정, 한국융합학회논문지, 제9권, 제3호, pp.53-59, 2018.3
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