Publications

(2025). GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems. In Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing: Industry Track.

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(2023). 의료 디바이스 보안 강화를 위한 GNN-GRU 이상 감지 모델. 의용생체공학회 추계 학술대회, Oct 2023, Daegu.

(2023). 뉴로모픽 컴퓨팅 장치. 한국 특허 10-2020-0161286.

(2022). Optimal Number of Cardiac Cycles for Continuous Blood Pressure Estimation. IEIE Transactions on Smart Processing and Computing, Vol.11(6).

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(2020). ECG-Based Arrhythmia Detection SNN Algorithm Using STDP and Spike Inference for Smart Health City. The Journal of Korean Institute of Communications and Information Sciences, Vol.45(12).

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(2020). An Optimal Power Allocation Scheme for Device-to-Device Communications in a Cellular OFDM System. IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences.

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(2020). 사용자 인증 장치 및 방법. 한국 특허 10-2018-0160757.

(2019). 머신러닝을 이용한 이상보행 검출. 신호처리합동학술대회, 대전, 2019.09.

(2019). Data-Driven End-to-End Deep Learning Architecture for Long-Term Blood Pressure Estimation. International Engineering in Medicine and Biology Conference, Berlin, Germany, 2019 07.

(2019). Blood Pressure Estimation Based on Convolutional Neural Network using ECG, PPG and BCG. International Engineering in Medicine and Biology Conference, Berlin, Germany, 2019 07.

(2019). YU-NET: An Improved Deep Learning method for Nailfold Capillary Segmentation. 대한의용생체공학회 춘계학술대회, 여수, 2019.05.

(2018). Drowsiness Monitoring using Deep Reinforcement learning. Ubiquitous Healthcare 2018 in Kyoto, International Science Innovation Building, Kyoto University, Dec. 11-13, 2018.

(2018). Deep CNN-RNN for Motor Imagery Classification. Ubiquitous Healthcare 2018 in Kyoto, International Science Innovation Building, Kyoto University, Dec. 11-13, 2018.

(2018). Classification of Motor Imagery Tasks Through Optimal Principal Components Selected Using Reinforcement Learning. Ubiquitous Healthcare 2018 in Kyoto, International Science Innovation Building, Kyoto University, Dec. 11-13, 2018.

(2018). Automated Capillary Image Segmentation using Deep Learning. Ubiquitous Healthcare 2018 in Kyoto, International Science Innovation Building, Kyoto University, Dec. 11-13, 2018.

(2018). Recurrent Neural Network with EEG Spectrogram for Motor Imaginary Classification. SMIT2018-IBEC2018 Joint Conference in Grand Walkerhill Hotel, Seoul, Korea, Nov. 8-10, 2018.

(2018). Nailfold Capillary Segmentation using Deep Learning. SMIT2018-IBEC2018 Joint Conference in Grand Walkerhill Hotel, Seoul, Korea, Nov. 8-10, 2018.

(2018). Multimodal Drowsiness Detection Method Using Deep Reinforcement Learning. SMIT2018-IBEC2018 Joint Conference in Grand Walkerhill Hotel, Seoul, Korea, Nov. 8-10, 2018.

(2018). A Study on Adjacent Channel Interference and Coexistence in mmWave-Based 5G Systems. The Journal of Korean Institute of Communications and Information Sciences, Vol.43(9).

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(2018). Recognition of Human Motion with Deep Reinforcement Learning. IEIE Transactions on Smart Processing and Computing, Vol.7(3).

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(2018). 손목 가속도 센서와 머신러닝 알고리즘을 이용한 자동 수면 패턴 분류. 2018 대한의용생체공학회 춘계학술대회, 충주, 2018.05.

(2018). 딥러닝 뇌파 분석을 통한 멀티미디어 강의 시청 집중도 분류. 대한의용생체공학회 춘계학술대회, 충주, 2018.05.

(2018). Machine learning in biomedical engineering. Biomedical Engineering Letters, Vol.8(1), pp.1-3.

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(2018). Flow-based Malware Detection Using Convolutional Neural Network. The 32nd International ICOIN (Conference on Information Networking), Thailand, Chiang Mai, Jan. 10-12, 2018.

(2018). Classification of Human Attention to Multimedia Lecture. ICOIN (International Conference on Information Networking), Chiang Mai, Thailand, Jan. 10-12, 2018.

(2017). An Accurate Real-time ECG/PPG Peak Detection Using Viterbi Algorithm. KCS (Korean Conference on Semiconductors), Gangwondo, Korea, 2017.

(2017). 멀티미디어 강의 중 집중력이 뇌파에 미치는 영향. KOSOMBE (Korea Society of Medical & Biological Engineering), Jeonju, Korea, 2017.

(2017). Quaternion Common Spatial Patterns. IEEE Transactions on Neural Systems and Rehabilitation Engineering.

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(2017). Automatic Detection of Sleep Stages based on Accelerometer Signals from a Wristband. IEIE Transactions on Smart Processing and Computing, Vol.6(1), pp.21-26.

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(2017). 강화학습 알고리즘을 통한 팔 동작 패턴 인식. KOSOMBE (Korea Society of Medical & Biological Engineering), Jeonju, Korea, 2017.

(2017). Convolutional Neural Network을 이용한 IOT기기의 주관적 수면데이터의 패턴 분석. KOSOMBE (Korea Society of Medical & Biological Engineering), Jeonju, Korea, 2017.

(2017). Automated Sleep Scoring Using Accelerometer Data from a Wrist Band. KCS (Korean Conference on Semiconductors), Gangwondo, Korea, 2017.

(2016). 낮잠 중 청각 자극을 통한 운동 기억력 고착화에 관한 연구. 2016 융합스마트클라우드컴퓨팅학술대회, Seoul, Korea, 2016.

(2016). Stress Measurement Using the Accelerometer. IBEC (International Biomedical Engineering Conference), Seoul, Korea, 2016.

(2016). Effects of visual and auditory delta band stimuli on sleep. IBEC (International Biomedical Engineering Conference), Seoul, Korea, 2016.

(2016). ECG-based Drowsiness level detection using Hidden Markov Model. IBEC (International Biomedical Engineering Conference), Seoul, Korea, 2016.

(2016). Automated Sleep Scoring Using Accelerometer Data from a Wrist Band. IBEC (International Biomedical Engineering Conference), Seoul, Korea, 2016.

(2015). Time-Frequency Analysis of Electrohysterogram for Classification of Term and Preterm Birth. IEIE Transactions on Smart Processing and Computing, Vol.4, pp.103-109.

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(2015). Strong Uncorrelated Transform Applied to Spatially Distant Channel EEG Data. IEIE Transactions on Smart Processing and Computing, Vol.4, pp.97-102.

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(2015). Review of Data-Driven Multivariate and Multiscale Methods. IEIE Transactions on Smart Processing and Computing, Vol.4, pp.89-96.

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(2014). Multivariate Extensions of Empirical Mode Decomposition. in a Book on Hilbert-Huang Transform and Its Applications edited by Norden E. Huang, World Scientific Publishing.

(2014). Augmented Complex Common Spatial Patterns for Classification of Noncircular EEG from Motor Imagery Tasks. IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol.22(1), pp.1-10.

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(2014). Adaptive Multiscale Time-Frequency Analysis. Springer Handbook of Bio-/Neuroinformatics, Berlin.

(2013). Classification of motor imagery BCI using multivariate empirical mode decomposition. IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol.21(1), pp.10-22.

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(2013). Adaptive Multiscale Time-Frequency Analysis. in Springer Handbook on Bio- and Neuro-Informatics, Springer.

(2012). Phase-based brain consciousness analysis. The 34th Annual International Conference of the IEEE EMBS, San Diego, USA, 2012.

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(2011). Time-Frequency Analysis of EEG Asymmetry using Bivariate Empirical Mode Decomposition. IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol.19(4), pp.366-373.

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(2011). Power Independent EMG based Gesture Recognition for Robotics. The 33th Annual International Conference of the IEEE EMBS, Boston, USA, 2011.

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(2011). Estimating Human Response to Taste using EEG. The 33th Annual International Conference of the IEEE EMBS, Boston, USA, 2011.

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(2010). A Yarbus-Style Experiment to Determine Auditory Attention. The 32th Annual International Conference of the IEEE EMBS, Buenos Aires, Argentina, 2010.

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(2009). Measuring Phase Synchrony using Complex Extensions of EMD. IEEE Statistical Signal Processing Symposium, Cardiff, Wales, UK, 2009.

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(2007). PC-Based Tele-Audiometry. Telemedicine and e-Health, Vol.13, pp.501-508.

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(2007). Development of PD Pattern Recognition in Extra High Voltage Cable. High Voltage and Discharge Application Technologies Research Association Spring Conference, Daejun, Korea, 2007.

(2006). Urine analysis in diluted situation using low-resolution Raman spectroscope. Engineering in Medicine and Biology Society, April 2006.

(2005). Application of independent component analysis (ICA) method to the Raman spectra processing. Proceedings of SPIE 5702 Optical Diagnostics and Sensing V, p. 168-172, 2005.

(2005). Urine Analysis on Diluted Situation using Low-Resolution Raman Spectroscope. The 27th Annual International Conference of the IEEE EMBS, Shanghai, China, 2005.

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(2005). Urine Analysis in a Toilet Bowl Using Raman Spectroscopy. The 6th Asia Pacific Conference on Medical and Biological Engineering, Tsukuba, Japan, 2005.

(2005). Unconstrained behavioral monitoring system at home. The 6th Asia Pacific Conference on Medical and Biological Engineering, Tsukuba, Japan, 2005.