Nakyoung Kim*, "Synthetic Time-series Data Generation by Context Extraction in Smart Grid," To be Submitted
Donghyuk Kim, Jangkyum Kim*, Nakyoung Kim*, "Time-series Data Imputation with Clustering and Multidimensional Embedding," To be Submitted
Nakyoung Kim, Jangkyum Kim*, Yoon Sik Yoo, Il Woo Lee, "Deep Learning-based Inefficient Air Leakage Prediction in Air Compressor Systems," Under review, Engineering Applications of Artificial Intelligence
Hyunseo Park, Nakyoung Kim*, Gyeong Ho Lee, and Jun Kyun Choi, "MultiCNN-FilterLSTM: Resource-efficient sensor-based human activity recognition in IoT applications," Future Generation Computer Systems, Feburary 2023
Nakyoung Kim, Hyeontaek Oh*, Jun Kyun Choi, "A privacy indicator evaluation framework: Scoring privacy compliance and risks," Journal of King Saud University - Computer and Information Sciences, January 2023
Nakyoung Kim, Hyunseo Park, Joohyung Lee* and Jun Kyun Choi, "Short-Term Electrical Load Forecasting with Multidimensional Feature Extraction," IEEE Transactions on Smart Grid, March 2022
Nakyoung Kim, Daejin. Kim*, Joohyung Lee*, Dusit Niyato, Jun Kyun Choi, "Incentive-Based Coded Distributed Computing Management for Latency Reduction in IoT Services—A Game Theoretic Approach," IEEE Internet of Things Journal, vol. 8, no. 10, pp. 8259-8278, May 2021, doi: 10.1109/JIOT.2020.3045277.
Yousung Yang, Joohyung Lee*, Nakyoung Kim, Kwihoon Kim, "Social-viewport adaptive caching scheme with clustering for virtual reality streaming in an edge computing platform," Future Generation Computer Systems, vol. 108, pp. 424-431, July 2020, doi: 10.1016/j.future.2020.02.078.
Nakyoung Kim, Hyeontaek Oh, Jun Kyun Choi, "Procedural Metadata: Structured Guide for Data Interoperability in Support of Web of Things," ITU Journal: ICT Discoveries, vol. 1, no. 2, November 2018, doi: 11.1002/pub/8129f4ad-en.
Nakyoung Kim, Sangdon Park*, Joohyung Lee, Jun Kyun Choi, "Load Profile Extraction by Mean-Shift Clustering with Sample Pearson Correlation Coefficient Distance," Energies, vol. 11, no. 9: 2397, Sept. 2018, doi: 10.3390/en11092397.
Nakyoung Kim, Hyunseo Park, Gyeong Ho Lee, Jaeseob Han, Hyeontaek Oh, Jun Kyun Choi, "Hierarchical User Status Classification for Imbalanced Biometric Data Class," IEEE International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Feb. 2022.
Hyeontaek Oh, Jongmin Yu, Nakyoung Kim, Dongyeong Kim, Jangwon Lee, Jinhong Yang, "A federated binarized neural network model for constrained devices in IoT healthcare services," IEEE International Conference on Artificial Intelligence in Information and Communication (ICAIIC), Feb. 2022
Jangkyum Kim, Nakyoung Kim, Jaeseob Han, Hyeonseok Seo, Jun Kyun Choi, "Power Management System in the Microgrid with the Proper Electric Vehicle Data Preprocessing," International Conference on Information and Communication Technology Convergence (ICTC), Oct. 2020.
Hyeonseok Seo, Jangkyum Kim, Nakyoung Kim, Jaeseob Han, Jun Kyun Choi, "Building Energy Management Technology Considering Usual Power Consumption Pattern and Prediction Uncertainty," IEEE International Conference on Consumer Electronics (ICCE), Jan. 2020.
Nakyoung Kim, Minkyung Kim, Jun Kyun Choi, “LSTM Based Short-term Electricity Consumption Forecast with Daily Load Profile Sequences,” IEEE Global Conference on ConsumerElectronics (GCCE), Oct. 2018.
Jangkyum Kim, Nakyoung Kim, Minkyung Kim, Jun Kyun Choi, "Analysis of Power Usage at Household and Proper Energy Management," International Conference on Information and Communication Technology Convergence (ICTC), Oct. 2018.
Jun Kyun Choi, Hyeontaek Oh, Nakyoung Kim, "Open data model standardization for future data eco-society," US-Korea Conference on Science, Technology, and Entrepreneurship, Aug. 2018
Jangkyum Kim, Nakyoung Kim, Kangsan Kim, Jaeseob Han, Joohyung Lee, Jun Kyun Choi, "Energy Operation System Using Uncertain Electric Data in Korean Tariff," IEEE International Conference on Big Data and Smart Computing (BigComp), Jan. 2018.
Minkyung Kim, Sangdon Park, Kireem Han, Nakyoung Kim, Jun Kyun Choi, "Dynamics of Electricity Consumers for Classifying Power Consumption Data Using PCA," IEEE International Conference on Big Data and Smart Computing (BigComp), Jan. 2018
Nakyoung Kim, Hyojin Park, Jun Kyun Choi, Jinhong Yang, "Time Gap Accounted Video Scene Segmentation with Modified Mean-shift X-means Clustering," IEEE Global Conference on Consumer Electronics (GCCE), Oct. 2017.
Nakyoung Kim, Hyeontaek Oh, Jun Kyun Choi, Jinhong Yang, "Segment-hashing Based Trustworthy Video Audience Measurement Framework for MPEG-DASH," International Conference on Ubiquitous and Future Networks (ICUFN). July 2017.
Hyeontaek Oh, Minkyung Kim, Jun Kyun Choi, Nakyoung Kim, “5G-IoT Intelligent Trust Enabler System,” Nov. 2023 (US: 11,832,106)
Jun Kyun Choi, Nakyoung Kim, Daejin Kim, Hyeonseo Park, “Coded and Incentive-based Mechanism for Distributed Training of Machine Learning in IoT,” Nov. 2022 (US: 11,496,553)
Jun Kyun Choi, Nakyoung Kim, Daejin Kim, Hyunseo Park, "Coded and Incentive-based Mechanism for Distributed Training of Machine Learning in IoT," Oct. 2023 (10-2590112)
Jun Kyun Choi, Sanghyun Lee, Hongshik Part, Jaesoeb Han, Nakyoung Kim, Hyunseo Park, "Cross Layer-based IoT Device Transmission Interval Management Scheme for Efficient IoT Device Operation in LoRa Network," Mar. 2023 (10-2514810)
Jun Kyun Choi, Muhammad Shakil, Nakyoung Kim, "Method and Device for DDOS Detection Using Metaheuristic Clustering," July 2022 (10-2417759)
Jun Kyun Choi, Nakyoung Kim, Jang Kyum Kim, Sang Don Park, "Power Consumption Estimation Algorithm Considering Users’ Usage Characteristics," Sept. 2021 (10-2306968)
Jun Kyun Choi, Nakyoung Kim, Jinhong Yang, "Method and System for Trust Level Evaluation Personal Data Collector with Privacy Policy Analysis," Aug. 2021 (10-2296420)
Jun Kyun Choi, Daejin Kim, Nakyoung Kim, Jinhong Yang, "Resource Allocation Method and Apparatus for Reducing the Expected Latency in Distributed Machine Learning with Multiple Users," Apr. 2021 (10-2248978)
Jun Kyun Choi, Nakyoung Kim, Hyeontaek Oh, “Method and System for Power Data Outlier Detection Based on Pattern Tagging,” Dec. 2020 (10-2192338)
Jun Kyun Choi, Nakyoung Kim, Hyeontaek Oh, “Method and System for Power Load Forecasting based on Pattern Tagging,” Aug. 2020 (10-2150170)
Jun Kyun Choi, Nakyoung Kim, Hyeontaek Oh, “Pattern Tagging based Power Data Storing and Management System,” Jan. 2020 (10-2072901)
Jun Kyun Choi, Hyeontaek Oh, Jinhong Yang, Sanghong An, Hojin Park, Nakyoung Kim, Minkyung Kim, “Method and System for Tracking Transaction of the User Personal Information Based in Blockchain,” Nov. 2019 (10-2051231)
Jun Kyun Choi, Jinhong Yang, Hojin Park, Hyeontaek Oh, Sanghong An, Minkyung Kim, Nakyoung Kim, “Method and System for Collecting Video Consumption Information Using Video Segment,” Aug. 2018 (10-1889220)
Nakyoung Kim, Hyeontaek Oh, Jun Kyun Choi, Gyu Myoung Lee, "ITU-T Supplement Y.69: Web-based Data Model for IoT and Smart City,” ITU-T, May 2021.
Hyeontaek Oh, Nakyoung Kim, Jinhong Yang, “ITU-T Reccomendation Y.3055: Framework for Trust-based Personal Data Management,” ITU-T, Sept. 2020.