국립부경대학교 일반대학원 데이터공학과

· Combined M.S./Ph.D., Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology, Republic of Korea, 2019. 

· Assistant Professor, Pukyong National University, Republic of Korea, 2022.09.01. - present.

· Pukyong National University (English Page)

· College of Information Technology and Convergence (English Page)

· Department of Computer Engineering and Artificial Intelligence (English Page)

· Major of Computer Engineering (English Page)

· Scientific Advisor, 4N Inc., Republic of Korea, 2021.03.01. - present.

· 4N Inc.

· Assistant Professor, Kangnam University, Republic of Korea, 2021.03.01. - 2022.08.31.

· CTO, 4N Inc., Republic of Korea, 2020.09.01. - 2021.02.28.

· Researcher (PI), Information & Electronics Research Institute, Korea Advanced Institute of Science and Technology, Republic of Korea, 2019.09.01. - 2020.08.31.

· Researcher, Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology, Republic of Korea, 2020.03.01. - 2020.08.31.

· Researcher, Department of Biomedical Engineering, Ulsan National Institute of Science and Technology, Republic of Korea, 2019.09.01 - 2020.08.31.

· Researcher, Department of Bio and Brain Engineering, Korea Advanced Institute of Science and Technology, Republic of Korea, 2017.03.01 - 2017.12.31.

· “Development of next generation AI based on neural circuit mechanism of metacognition: Learning Strategic Multi-scale Integrative Computational Modelling Based on Big Data of instinctive Behaviors and Neural Networks | 메타인지 신경망 기반 차세대 인공지능 개발: 본능행동-신경망 빅데이터 기반 학습전략 Multi-scale 계산 모델링”, 2019.09.01. ？ 2020.08.31.

· “Development of Original Technology of Invasive Brain-Machine Interface Based on Somatosensory Feedback and Decoding of Sensorimotor Information for Human Application: Development of neural information processing systems for real-time movement control integrated with somatosensory feedback | 인간 적용을 위한 체성감각 피드백 기반 감각 인코딩-운동제어 통합형 침습적 상지운동 제어 뇌-기계 인터페이스 원천기술 개발: 체성감각 통합형 실시간 운동제어를 위한 신경정보처리 기술개발”, 2016.06.01. ？ 2019.08.16.

· “Research on Improvement of Sleep using EEG Study | 뇌파를 이용한 수면 개선 연구”, 2017.11.10. - 2019.05.31.

· “Ear-EEG based Brain-Computer Interface | 외이도 뇌파 측정을 통한 뇌-컴퓨터 인터페이스 기술 구현”, 2015.11.01. - 2018.10.31.

· “A Study on the Effect of Salmon Intake on Decision Making and Self-Regulation Ability of Preschool Children | 연어 섭취가 미취학 아동의 의사결정과 자기 조절 능력에 미치는 영향에 관한 연구”, 2015.12.01. - 2017.08.31.

· “Artificial Intelligence-Human Coevolution Engine | 전문가 학습 및 추론 능력 극대화를 위한 스마트 머신 개발”, 2016.09.01. - 2017.06.30.

· “MESIA Future Strategy (Medical, Bio, Safety Industry) Research Plan | MESIA 미래전략(의료·바이오, 안전산업)”, 2015.04.01. - 2015.12.31.

· “Drone 3D navigation based on thoughts and EEG | 뇌파 기반의 3D 드론 항법 기술 ”, 2015.03.01. - 2015.12.31.

· “A Study on the Predictability of the National Index of Well-being in 2025 | 국가행복지수(National index of Well-being)의 2025년 예측가능성에 대한 연구”, 2014.02.01. - 2014.12.31.

· “Development of User's Emotional State Prediction and Meta Search using Mobile Big Data Analysis | 모바일 빅데이터 분석을 통한 사용자 감성 상태 예측 및 메타 검색 개발”, 2013.09.01. - 2014.08.31.

· “Robustness of connectome of Caenorhabditis elegans Nervous System using Complex Network Analysis | 꼬마선충의 커넥톰 연구: 신경세포 공격에 따른 복잡계 네트워크 특성 변화 분석”, 2013.06.01. - 2014.05.31.

· “Brain-Computer Interface Killer Application Scenario and Concept | Brain-Computer Interface Killer application 시나리오 도출 및 컨셉 검증”, 2013.07.22. - 2013.12.20.

· “Development of total solution which converts 2D video into high quality 3D video | 2D 동영상의 고품질 3D 입체 동영상 변환 자동화 기술”, 2010.07.01. - 2013.03.31.

· “Development of analysis and evaluation tools for hazardous factors of stereoscopic film | 입체영화 인체유해 요인분석 및 평가도구 개발용역”, 2011.10.13. - 2012.08.12.

· “Study on Brain-Machine Interface using Electroencephalogram | 뇌파를 이용한 BMI(Brain-Machine Interface) 기술연구”, 2012.01.01. - 2012.07.31.

· “Emotion experiment study on color and lighting | Color 및 Lighting에 관한 감정 실험 연구”, 2011.07.01. - 2011.10.31.

· “Development a technique to prevent human error of motor driver | 운전자 조작오류 방지기법 개발”, 2010.07.20. - 2011.07.19.

· “Investigation for brain dynamics on emotion-based human decision-making using fMRI and EEG | 뇌영상기법을 이용한 '감정이 인간의 의사결정에 미치는 영향'에 대한 신경동역학적 연구”, 2009.11.01. - 2010.09.30.

등록된 내용이 없습니다.

Selected Publications 

· Hoon-Hee Kim, Jaeseung Jeong, “An electrocorticographic decoder for arm movement for brain-machine interface using an echo state network and Gaussian readout”, Applied Soft Computing, 117, 108393, 2022. https://doi.org/10.1016/j.asoc.2021.108393 [IF: 6.725, JCR=0.09 < 10%, Rank: 11/111 (COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS)]

· Hoon-Hee Kim, “Integrated Model of Reservoir Computing and Autoencoder for Explainable Artificial Intelligence", BMC Neuroscience, 21(Suppl 1), P99, 29th Annual Computational Neuroscience Meeting: CNS(Organization for Computational Neuroscience)-2020. https://doi.org/10.1186/s12868-020-00593-1

· Sungu Nam, Hoon-Hee Kim, Dong-Hwa Jeong, Youngjo Song, Jeungmin Lee, Jaeseung Jeong, “Questionnaire accuracy measurement and verification using bio signal sensor based virtual reality head mounted display”, 10th World Congress of Neuroscience (International Brain Research Organization; IBRO), 2019.

· Hoon-Hee Kim, Jaeseung Jeong, “Decoding electroencephalographic signals for direction in brain-computer interface using echo state network and Gaussian readouts”, Computers in Biology and Medicine, 110, 254-264, 2019. https://doi.org/10.1016/j.compbiomed.2019.05.024 [IF: 4.589, JCR=0.12 < 15%, Rank: 7/58 (MATHEMATICAL & COMPUTATIONAL BIOLOGY)]

· Hoon-Hee Kim, Jaeseung Jeong, “Decoding Electrocorticography Signals of the Arm Movement Using Echo State Networks”, The 3rd International Conference on Biomedical Imaging, Signal Processing, 2018.

· Hoon-Hee Kim, Jaeseung Jeong, “Predicting user intent directions in EEG using Echo State Network with Gaussian Readouts”, The 2nd International Conference on Medical Information and Bioengineering, 2017, (Best Presentation Award).

· Hoon-Hee Kim, Jaeseung Jeong, “Representations of directions in EEG-BMI using winner-take-all readouts”, IEEE 5th International Winter Conference on Brain-Computer Interface (BCI), Article number 7858178, Pages 121-122. 2017. https://doi.org/10.1109/IWW-BCI.2017.7858178 (Conference Paper)

· Hoon-Hee Kim, Seok-hyun Moon, Do-won Lee, Sung-beom Lee, Ji-yong Lee, Jaeseung Jeong, “Representations of directions in EEG？BCI using Gaussian readouts”, BMC Neuroscience, 17(Suppl 1), P14, 25th Annual Computational Neuroscience Meeting: CNS(Organization for Computational Neuroscience)-2016. https://doi.org/10.1186/s12868-016-0283-6

· Hoon-Hee Kim, Jaeseung Jeong, “The roles of short-term plasticity and synaptic weights in self-organized criticality”, BMC Neuroscience, 14(Suppl 1), P192-P192, 22nd Annual Computational Neuroscience Meeting: CNS(Organization for Computational Neuroscience)--2013. https://doi.org/10.1186/1471-2202-14-S1-P192

· Hoon-Hee Kim, Jaeseung Jeong, “Modeling Orientation Selectivity and Contrast Invariance using Recurrent Neural Networks without Attractors”, The 3rd Annual Meeting of Society for Computational Neuroscience, 2011. (Best Poster Award)

· Hoon-Hee Kim, Jaeseung Jeong, “Recovery of computation capability for neural networks from damaged states using self-organized criticality”, BMC Neuroscience, 11(Suppl 1), P30-P30, 19th Annual Computational Neuroscience Meeting: CNS(Organization for Computational Neuroscience)--2010. https://doi.org/10.1186/1471-2202-11-S1-P30

· Hoon-Hee Kim, Bon-Woong Ku, Byoung-Tak, “Modeling Orientation-Selectivity using Recurrent Neural Networks without Attractors”, Korea Computer Congress, 2008. 35(1C): p. 226-229, 2008. (Conference Paper) 

Patents

· Hoon-Hee Kim, Seongkyun Kim, Jaehyung Kwon, “정신질환의 진단을 위한 설명 가능한 인공지능 시스템 및 정신질환 진단 방법 (EXPLAINABLE ARTIFICIAL INTELLIGENCE SYSTEM FOR DIAGNOSIS OF MENTAL DISEASES AND METHOD FOR DIAGNOSING OF MENTAL DISEASES)”, South Korea, Registration No. 10-2344532, Application No.10-2021-0036451. (2021.12.23.)

· Hoon-Hee Kim, Seongkyun Kim, Jaehyung Kwon, “기계학습 모델을 이용한 전자약 처방 시스템 및 그 제어방법 (ELCTROCEUTICALS PRESCRIPTION AND THE CONTROL METHOD THEREOF USING MACHINE LEARCNING MODEL)”, South Korea, Registration No. 10-2316631, Application No.10-2021-0036452. (2021.10.18.)

· Hoon-Hee Kim, Seongkyun Kim, Jaehyung Kwon, “사용자의 생각을 디코딩하는 인공지능 시스템 (AN ARTIFICIAL INTELLIGENCE SYSTEM DECODING THE USER'S THOUGHTS)”, South Korea, Application No.10-2021-0167808, under review. (2021.11.30.)

· Hoon-Hee Kim, Seongkyun Kim, Jaehyung Kwon, “EXPLAINABLE ARTIFICIAL INTELLIGENCE SYSTEM FOR DIAGNOSIS OF MENTAL DISEASES AND THE CONTROL METHOD THEREOF”, USA, Application No.17/531,619, under review. (2021.11.19.)

· Hoon-Hee Kim, Seongkyun Kim, Jaehyung Kwon, “ARTIFICIAL INTELLIGENCE SYSTEM DECODING USER'S THOUGHTS AND METHOD FOR CONTROLLING THEREO”, USA, Application No.18/047,073, under review. (2022.10.17.)

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