겸무교수 1 페이지 | 서울대학교AI연구원(AIIS)

PEOPLE

Affiliated Faculty

Colleges / Departments
Research Areas (Core AI)
Research Areas (X+AI)
223

Chang, Woojin Department of Industrial Engineering

  • Research LabFinancial Risk Engineering Lab
  • Research Area (Core AI)Data Intelligence, FinTech Application
  • Research Area (X+AI)Humanities/Social Sciences, Finance, Manufacturing

PUBLICATIONS

222

Kang, Hyeong Jin Department of Medicine

  • Research LabPediatrics
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

221

Cho, Kyujin Department of Mechanical Engineering

  • Research LabBiorobotics Lab
  • Research Area (Core AI)Robotics & Action, Human-AI Interaction
  • Research Area (X+AI)Medicine, Manufacturing, Wearable Robotics

PUBLICATIONS

Daekyum Kim, Brian Byunghyun Kang, Kyu Bum Kim, Hyungmin Choi, Jeesoo Ha, Kyu-Jin Cho, Sungho Jo, "Eyes are faster than hands: A soft wearable robot learns user intention from the egocentric view," Science Robotics, 4, eaav2949, 2019
Brian Byunghyun Kang, Daekyum Kim, Hyungmin Choi, Useok Jeong, Kyu Bum Kim, Sungho Jo, and Kyu-Jin Cho, "Learning-Based Fingertip Force Estimation for Soft Wearable Hand Robot With Tendon-Sheath Mechanism," IEEE Robotics and Automation Letters, 2020.
인간중심 소프트 로봇 연구센터(ERC) 연구재단, 2016~ 2022
220

Lee, Jaewook Department of Industrial Engineering

  • Research LabStatistical Learning & Computational Finance Laboratory
  • Research Area (Core AI)Learning & Reasoning, AI Security
  • Research Area (X+AI)Finance

PUBLICATIONS

219

Kang, U Department of Computer Science and Engineering

  • Research LabData Mining Lab
  • Research Area (Core AI)Learning & Reasoning, AI Platform, Data Intelligence
  • Research Area (X+AI)Finance, Commerce, Manufacturing

PUBLICATIONS

Jaemin Yoo, Minyong Cho, Taebum Kim, and U Kang, Knowledge Extraction with No Observable Data, NeurIPS 2019, Vancouver, Canada.
Jaemin Yoo, Hyunsik Jeon, and U Kang, Belief Propagation Network for Hard Inductive Semi-supervised Learning, 28th International Joint Conference on Artificial Intelligence (IJCAI) 2019, Macao, China.
Junghwan Kim, Haekyu Park, Ji-Eun Lee, and U Kang, SIDE: Representation Learning in Signed Directed Networks, The Web Conference (WWW) 2018, Lyon, France.
Minji Yoon, Woojeong Jin, and U Kang, Fast and Accurate Random Walk with Restart on Dynamic Graphs with Guarantees, The Web Conference (WWW) 2018, Lyon, France.
Jun-gi Jang, Dongjin Choi, Jinhong Jung, and U Kang, Zoom-SVD: Fast and Memory Efficient Method for Extracting Key Patterns in an Arbitrary Time Range, ACM International Conference on Information and Knowledge Management (CIKM) 2018, Lingotto, Turin, Italy.
초고속 텐서 스트림 분석을 통한 실시간 경량 다차원 데이터 마이닝, 과학기술정보통신부, 2019 - 2022
시청이력기반 콘텐츠 추천 기술, SK Telecom, 2018
Real-time Anomaly Detection in High-Speed Time-evolving Graphs, AOARD, 2017 - 2018
218

Lee, Inah Department of Brain and Cognitive Sciences

  • Research LabLaboratory for Behavioral Neurophysiology of Memory
  • Research Area (Core AI)Learning & Reasoning, Brain & Mind
  • Research Area (X+AI)

PUBLICATIONS

Ahn JR, Lee HW, and Lee I (2019). Rhythmic pruning of perceptual noise for object representation in the hippocampus and perirhinal cortex in rats. Cell Reports 26
Jung MW, Lee H, Jeong Y, Lee JW, Lee I (2018). Remembering rewarding futures: A simulation‐selection model of the hippocampus. Hippocampus 28
Ahn JR, Lee I (2017) Neural correlates of both perception and memory for objects in the rodent perirhinal cortex. Cerebral Cortex 27
Lee I, Lee CH (2013) Contextual behavior and neural circuits. Frontiers in Neural Circuits 7
Lee I, Yoganarasimha D, Rao G, Knierim J (2004) Comparison of population coherence of place cells in hippocampal subfields CA1 and CA3. Nature 430
217

Choi, Jin Young Department of Electrical and Computer Engineering

  • Research LabPerception and Intelligence Lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception
  • Research Area (X+AI)security, visual surveillance

PUBLICATIONS

Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning, CVPR 2017
A Comprehensive Overhaul of Feature Distillation, ICCV 2019
Symmetric Graph Convolutional Autoencoder for Unsupervised Graph Representation Learning, ICCV 2019
Associative Variational Auto-encoder with Distributed Latent Spaces and Associators, AAAI 2020
Context-aware Deep Feature Compression for High-speed Visual Tracking, CVPR 2018
예지형 시각 지능 원천 기술 개발, 과학기술정보통신부, 2014.  4.  1 ~ 2024.  2. 29
Thinking Machine: 다중 감각 심층 신경망 기반 연상 작용의 실현 및 영상 생성 연구, 과학기술정보통신부, 2017. 09. 01 - 2020. 12. 31
실외 무인 경비 로봇을 위한 멀티모달 지능형 정보분석 기술 개발, 과학기술정보통신부, 2017. 04. 01 ~ 2021. 12. 31
216

Hwang, Daehee Department of Biological Sciences

  • Research LabSystem Medicine Lab
  • Research Area (Core AI)Learning & Reasoning
  • Research Area (X+AI)Bio, Medicine

PUBLICATIONS

215

장정주 경영학과

  • Research Lab경영정보
  • Research Area (Core AI)Data Intelligence
  • Research Area (X+AI)

PUBLICATIONS

214

Jou, Kyung-Chul Department of Western History

  • Research LabModern Western History, Maritime History
  • Research Area (Core AI)
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

주요 논문
「해적과 밀수: 아시아와 세계가 만나는 다른 길」, 『명청사연구』, 48 (2017), 1-28.
「대서양 세계의 형성과 '서구의 흥기'」, 『역사학보』, 232 (2016), 1-29.
「민중 마술에서 마녀로: 요하네스 니더의 《개미나라》를 중심으로」, 『서양사연구』, 53 (2015), 229-260.
「《말레우스 말레피카룸》의 악마와 마녀, 마술 개념」,  『서양사연구』, 51 (2014), 215-245.
「마녀 개념의 형성 연구: 《캐논 에피스코피》에서 《말레우스 말레피카룸》까지 」, 『서양사연구』, 48 (2013), 149-185.
「예수회의 북아메리카 전도와 문명간 교류: "예수회 보고서(Jesuit Relations)"를 토대로」, 『서양사연구』, 44 (2011), 1-39.
「콜럼버스의 심성 구조와 해로의 개척: 콜럼버스의 1차 항해를 중심으로」, 『대구사학』, 100 (2010), 413-434.
「스탈 부인과 유럽의 발견」, 『역사학연구』, 33 (2009), 293-318.
「다문화주의에서 "문화전쟁으로 - 네덜란드 이주민 통합 문제」, 『이화사학연구』, 35 (2007), 59-82.
「영화와 집단기억의 재구성: 큐브릭의 전쟁영화를 중심으로」, 『인문논총』, 56 (2006), 1-30.
「네덜란드 동인도회사와 아시아 교역: 세계화의 초기 단계」, 『미국학』, 28 (2005), 1-32.
「영화를 위한 변명 ― 역사와 영화의 관계에 대한 탐색」, 『프랑스사연구』, 2 (1999), 129-145.
「프랑스의 고문서보관소 제도」, 『역사비평』, 36 (1997), 100-107.
「근대 초 서구 상인들의 동구 진출 : 동프로이센의 네덜란드 상인을 중심으로」, 『서양사론』, 53 (1997), 37-58.
「17세기 네덜란드의 국제무역상인 : 얀 얀센 코르버(Jan Jansen Corver)과 한스 반 되른(Hans van Deurn)」, 『경제사학』, 17:1 (1993), 105-151.
 
저서
『18세기 도시 : 교류의 시작과 장소의 역사』, 정병설 외 공저 (파주: 문학동네, 2018).
『그해, 역사가 바뀌다: 세계사에 새겨진 인류의 결정적 변곡점』 (파주: 21세기북스, 2017).
『도시는 기억이다: 공공기념물로 본 서양 도시의 역사와 문화』, 주경철 외 공저 (파주: 서해문집, 2017).
『마녀 : 서구 문명은 왜 마녀를 필요로 했는가』 (서울: 생각의힘, 2016).
『크리스토퍼 콜럼버스, 종말론적 신비주의자』(서울: 서울대학교 출판문화원, 2014).
『근대 유럽의 형성: 16-18세기』, 이영림·주경철·최갑수 공저 (서울: 까치글방, 2011).
『문명과 바다』 (서울: 산처럼, 2009).
『대항해시대: 해상 팽창과 근대 세계의 형성』 (서울: 서울대학교출판부, 2008).
『(신화에서 역사로) 신데렐라 천년의 여행』 (서울: 산처럼, 2005).
『네덜란드: 튤립의 땅, 모든 자유가 당당한 나라』 (서울: 산처럼, 2003).
『테이레시아스의 역사: 서울대 주경철 교수의 역사읽기』 (서울: 산처럼, 2002).
『역사의 기억, 역사의 상상』 (서울: 문학과지성사, 2000).

역서
페르낭 브로델, 『지중해: 펠리페 2세 시대의 지중해 세계』, 주경철 외 공역, 총3권 (서울: 까치글방, 2017).
스티븐 솔로몬, 『물의 세계사: 부와 권력을 향한 인류 문명의 투쟁』, 주경철·안민석 공역 (서울: 민음사).
조이스 애플비, 『가차없는 자본주의: 파괴와 혁신의 역사』, 주경철·안민석 공역 (서울: 까치글방, 2012).
토마스 모어, 『유토피아』 (서울, 을유문화사, 2007).
찰스 P. 킨들버거, 『경제 강대국 흥망사 1500-1990』  (서울: 까치, 2004).
엠마뉘엘 토드, 『제국의 몰락: 미국 체제의 해체와 세계의 재편』 (서울: 까치, 2003).
맛시모 몬타나리, 『유럽의 음식문화』 (서울: 새물결, 2001).
마르크 페로, 『역사와 영화』 (서울: 까치, 1999)
페르낭 브로델, 『물질문명과 자본주의』, 총6권 (서울: 까치, 1995).
213

Ko, Hyeong-Seok Department of Electrical and Computer Engineering

  • Research LabGraphics & Media Lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception
  • Research Area (X+AI)Manufacturing

PUBLICATIONS

Wonseop Lee, Hyeong-Seok Ko. Heuristic misfit reduction: A programmable approach for 3D garment fit customization. Computer & Graphics, 71, 1-13.
Dong-Hoon Han, Ick-Hoon Cha, Kyung-Hyun Lee and Hyeong-Seok Ko. Garment Preconditioning and Regional Simulation Omission for Trying-On Virtual Ensembles. Computer Animation and Social Agents 2019.
Goanghun Kim and Hyeong-Seok Ko. A Practical Approach to Physically‐Based Reproduction of Diffusive Cosmetics. Computer Graphics Forum. Volume 37, Number 7.
CCTV 영상으로부터 3D 모델과 딥러닝 및 이미지 품질 개선 기술을 활용한 정면 얼굴 복원 기술 개발, 과학기술정보통신부, 2018~2023.
의류 직물의 3D 재현 연구. 한국연구재단. 2012~2015.
증강현실 기술을 이용한 실시간 매직미러 서비스 기술개발. 정보통신산업진흥원. 2012~2014.
212

박준용 Department of Statistics

  • Research Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

211

Yoo, Byung Joon Department of Business Administration

  • Research Lab"Electronic Commerce, Digital Economy, Business Analytics, IT Strategy, AI Applications"
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence
  • Research Area (X+AI)Finance, Commerce

PUBLICATIONS

컨텐츠사용 형태 및 구매데이터 분석, 카카오페이, 2019
생체 건강나이 기반의 심뇌혈관질환 발생 위험 측정모델을 통한 노후필요 자금설계, NIA, 2018
210

Cha, Jiwook Department of Psychology

  • Research LabSNU Connectome Lab
  • Research Area (Core AI)Learning & Reasoning, Brain & Mind
  • Research Area (X+AI)Neuroscience, Bio, Humanities/Social Sciences, Medicine,Brain

PUBLICATIONS

"The sexual brain, genes, and cognition: A machine-predicted brain sex score explains individual differences in cognitive intelligence and genetic influence in young children." Human Brain Mapping
"Association of Genome-wide Polygenic Scores for Multiple Psychiatric and Common Traits Identify Preadolescent Youth with Risk for Suicide." JAMA Network Open
"Maturity of gray matter structures and white matter connectomes, and their relationship with psychiatric symptoms in youth." Human Brain Mapping
"Machine learning prediction of incidence of Alzheimer’s disease using large-scale administrative health data." NPJ Digital Medicine
"Diagnosis and prognosis of Alzheimer's disease using brain morphometry and white matter connectomes." Neuroimage-Clinical
"Associations between brain structure and connectivity in infants and exposure to selective serotonin reuptake inhibitors during pregnancy. " JAMA pediatrics
"The Effects of Obstructive Sleep Apnea Syndrome on the Dentate Gyrus and Learning and Memory in Children.'" The Journal of Neuroscience
"Clinically anxious individuals show disrupted feedback between inferior frontal gyrus and prefrontal-limbic control circuit."  Journal of Neuroscience
"Neural correlates of aggression in medication-naive children with ADHD: multivariate analysis of morphometry and tractography."  Neuropsychopharmacology
"Hyper-reactive human ventral tegmental area and aberrant mesocorticolimbic connectivity in overgeneralization of fear in generalized anxiety disorder."  Journal of Neuroscience
"Circuit-wide structural and functional measures predict ventromedial prefrontal cortex fear generalization: implications for generalized anxiety disorder."  Journal of Neuroscience
209

Ahn, Jung Ho Department of Intelligence and Information

  • Research LabSCALable Computer Architecture Laboratory
  • Research Area (Core AI)AI Platform, AI Chip
  • Research Area (X+AI)

PUBLICATIONS

"Partitioning Compute Units in CNN Acceleration for Statistical Memory Traffic Shaping,"  D. Jung, S. Lee, W. Rhee, and J. Ahn, IEEE Computer Architecture Letters, Vol. 17, No. 1, 2018
뉴럴 프로세싱 시스템 연구, 삼성전자, 2017/11-2020/10
복합 심층학습 응용분야를 위한 가속기 구조 연구, 삼성미래기술육성재단, 2017/12-2019/11
208

Heo, Seongwook Department of Law

  • Research LabAdministrative Law/Environmental Law/Energy Law/Law and Economics/Privacy Law
  • Research Area (Core AI)AI Platform, Data Intelligence, AI Law & Ethics
  • Research Area (X+AI)Arts, Humanities/Social Sciences, Energy

PUBLICATIONS

한국에서 빅데이터를 둘러싼 법적 쟁점과 제도적 과제 경제규제와 법 서울대학교 법학연구소 단독  20141
스마트그리드와 개인정보보호 법정책 개인정보보호의 법과 정책 박영사 단독  201405
공법이론과 공공정책 (II) - 공공선택이론 관점에서 본 행정재판의 역할 - 공법연구 한국공법학회 단독  201812
207

Kim, Seonjin Department of Physics Education

  • Research LabMotor Learning and Development
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

206

Ernest Ryu Department of Mathematical Sciences

  • Research LabErnest K. Ryu
  • Research Area (Core AI)Deep Learning Theory, Optimization
  • Research Area (X+AI)

PUBLICATIONS

A Geometric Structure of Acceleration and Its Role in Making Gradients Small Fast. J. Lee, C. Park, E. K. Ryu, NeurIPS, 2021.
Accelerated Algorithms for Smooth Convex-Concave Minimax Problems with O(1/k2) Rate on Squared Gradient Norm. T. Yoon and E. K. Ryu, International Conference on Machine Learning (long presentation), 2021.
WGAN with an Infinitely Wide Generator Has No Spurious Stationary Points. A. No, T. Yoon, S. Kwon, and E. K. Ryu, International Conference on Machine Learning, 2021.
205

Lee, Youngki Department of Computer Science and Engineering

  • Research LabHuman-Centered Computing Systems Lab
  • Research Area (Core AI)AI Platform, Human-AI Interaction
  • Research Area (X+AI)Humanities/Social Sciences, Commerce, Healthcare, Education

PUBLICATIONS

204

Chung, Yeonseok Department of Manufacturing Pharmacy

  • Research LabImmunology
  • Research Area (Core AI)Data Intelligence
  • Research Area (X+AI)Bio, Pharma

PUBLICATIONS

Atherogenic dyslipidemia promotes autoimmune follicular helper T cell responses via IL-27.
Nat Immunol. 2018 Jun;19(6):583-593. doi: 10.1038/s41590-018-0102-6
IL-27 confers a protumorigenic activity of regulatory T cells via CD39.
Proc Natl Acad Sci U S A. 2019 Feb 19;116(8):3106-3111.
Fibrinogen cleavage products and Toll-like receptor 4 promote the generation of programmed cell death 1 ligand 2-positive dendritic cells in allergic asthma.
J Allergy Clin Immunol. 2018 Aug;142(2):530-541
Proatherogenic conditions promote autoimmune T helper 17 cell responses in vivo.
Immunity. 2014 Jan 16;40(1):153-65
Follicular regulatory T cells expressing Foxp3 and Bcl-6 suppress germinal center reactions.
Nat Med. 2011 Jul 24;17(8):983-8.
203

Lee, Kyogu Department of Intelligence and Information

  • Research LabMusic and Audio Research Group
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Language & Cognition
  • Research Area (X+AI)Arts, Brain

PUBLICATIONS

Hyeong-Seok Choi, Changdae Park, and Kyogu Lee, “From Inference to Generation: End-to-end Fully Self-supervised Generation of Human Face from Speech”, to appear in Proceedings of International Conference on Learning epresentations (ICLR), 2020
Jie Hwan Lee, Hyeong-Seok Choi, and Kyogu Lee, “Audio query-based music source separation”, in Proceedings of International Society for Music Information Retrieval Conference (ISMIR), 2019
Juheon Lee, Hyeong-Seok Choi, Chang-bin Jeon, Junghyun Koo, and Kyogu Lee, “Adversarially Trained End-to-end Korean Singing Voice Synthesis System”, in Proceedings of Interspeech, 2019, Best Student Paper Award
Juheon Lee, Sungkyun Chang, Sangkeun Choe, and Kyogu Lee, “COVER SONG IDENTIFICATION USING SONG-TO-SONG CROSS-SIMILARITY MATRIX WITH CONVOLUTIONAL NEURAL NETWORK”, in Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2018
Yoonchang Han, Jaehun Kim, Kyogu Lee, “Deep convolutional neural networks for predominant instrument recognition in polyphonic music”, IEEE/ACM Transactions on Audio, Speech, and Language Processing, Vol. 25(1), pp. 208-221, 2017
"자기회귀적 적대적 생성 신경망 기반의 가창 합성 및 평가 모델 연구", 미래창조과학부/전략과제, 2017.11.01~2020.10.31
"심상의 소리: 적대적 신경망을 활용한 크로스-모달 오디오 합성/변환 연구", 과학기술정보통신부/원천기술개발사업,  2017.11.01~2020.12.31
"뇌·인지 발달과정의 기초-영아단계 모사형 실세계 상호작용 경험 기반 객체 관련 개념의 기계학습 기술, 과학기술정보통신부/정보통신방송연구개발사업", 2019.04.01~2022.12.31
202

Lee, Kyoung Mu Department of Electrical and Computer Engineering

  • Research LabComputer Vision Lab.
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Autonomous Driving
  • Research Area (X+AI)Bio, Medicine, Logistics, Manufacturing

PUBLICATIONS

201

Lee, Jungwoo Department of Electrical and Computer Engineering

  • Research LabCommunications and Machine Learning Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

200

Lee, Hun Hee Department of Mathematical Sciences

  • Research Labhttps://sites.google.com/site/hyungbin16/
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

199

홍석경 Department of Communication

  • Research Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

198

Lee, Joonhwan Department of Communication

  • Research LabHuman+Computer Interaction+Design Lab
  • Research Area (Core AI)Learning & Reasoning, Language & Cognition, Human-AI Interaction
  • Research Area (X+AI)Arts, Humanities/Social Sciences, Media + AI

PUBLICATIONS

Soomin Kim, Jinsu Eun, Changhoon Oh, Bongwon Suh & Joonhwan Lee (2020) Bot in the Bunch: Facilitating Group Chat Discussion by Improving Efficiency and Participation with a Chatbot. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems (CHI ’20). Association for Computing Machinery, New York, NY, USA, Paper 654, 1-13.
Dongwhan Kim & Joonhwan Lee (2019) Designing an Algorithm-Driven Text Generation System for Personalized and Interactive News Reading, International Journal of Human–Computer Interaction, 35:2, 109-122, DOI: 10.1080/10447318.2018.1437864
Soomin Kim, Joonhwan Lee, and Gahgene Gweon (2019) Comparing Data from Chatbot and Web Surveys: Effects of Platform and Conversational Style on Survey Response Quality. In Proceedings of the 2019 CHI Conference on Human ctors in Computing Systems (CHI ’19). Association for Computing Machinery, New York, NY, USA, Paper 86, 1–12. DOI:https://doi.org/10.1145/3290605.3300316
SoHyun Park, Jeewon Choi, Sungwoo Lee, Changhoon Oh, Changdai Kim, Soohyun La, Joonhwan Lee & Bongwon Suh (2019) Designing a Chatbot for a Brief Motivational Interview on Stress Management: Qualitative Case Study, Journal of medical Internet research 21 (4), e12231, https://www.jmir.org/2019/4/e12231/
Jieun Wee, Sooyeun Jang, Joonhwan Lee & Woncheol Jang (2017) The influence of depression and personality on social networking, Computers in Human Behavior, 74, 45-52, https://doi.org/10.1016/j.chb.2017.04.003
로봇 저널리즘 기반의 방송 뉴스 콘텐츠 제작 기술 개발, 과학기술정보통신부, 2017.4.1 ~ 2019.12.31
성범죄 피해자 진술 지원 시스템 연구, 과학정보기술통신부, 2018/08/01 ~ 2020/12/31
197

Lee, Jongsub Department of Business Administration

  • Research LabInternational Corporate Finance, Corporate Governance, Credit Risk
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence, AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences, Finance, Commerce

PUBLICATIONS

196

이상학 Department of Data Science

  • Research LabCausality Lab
  • Research Area (Core AI)Learning & Reasonin, Data Intelligence
  • Research Area (X+AI)Humanities/Social Sciences, Medicine

PUBLICATIONS

Nested Counterfactual Identification from Arbitrary Surrogate Experiments. Juan Correa, Sanghack Lee, Elias Bareinboim. NeurIPS-21. In Proceedings of the 35th Annual Conference on Neural Information Processing Systems,

Causal Identification with Matrix Equations. Sanghack Lee, Elias Bareinboim. NeurIPS-21. In Proceedings of the 35th Annual Conference on Neural Information Processing Systems

Characterizing Optimal Mixed Policies: Where to Intervene, What to Observe. Sanghack Lee, Elias Bareinboim. NeurIPS-20. In Proceedings of the 34th Annual Conference on Neural Information Processing Systems.

General Identifiability with Arbitrary Surrogate Experiments. Sanghack Lee, Juan Correa, Elias Bareinboim. UAI-19. In Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence, 2019.

인과성에 기반한 기계학습 모델 및 알고리즘 개발. 과학기술정보통신부/우수신진연구 2023.04.01 ~ 2028.03.31
195

임재현 경영학과

  • Research LabSustainable Operations Management, Supply Chain and Logistics Management, Data Analytics
  • Research Area (Core AI)Learning & Reasoning, AI Platform, Data Intelligence
  • Research Area (X+AI)Commerce, Energy, Manufacturing, Logistics

PUBLICATIONS

Optimal Ratcheting in Executive Compensation. Decision Analysis, accepted. with I. Hwang, Y. Kim.

Got Organic Milk? Joint Inventory Model with Supply Uncertainties and Partial Substitution. Operations Research Letters, 49(5), 2021. with D. Jeon, Z. Peng, Y. Rong.

Why Have Voluntary Time-of-Use Tariffs Fallen Short in the Residential Sector? Production & Operations Management, 29(3), 2020. with D.G. Choi, K. Murali, V. Thomas

Money Well Spent? Operations, Mainstreaming, and Fairness of Fair Trade. Production & Operations Management, 28(12), 2019. with H.Y. Mak, S.J. Park

The Effects of Ecolabels and Environmental Regulation on Green Product Development. Manufacturing & Service Operations Management, 21(3), 2019. with K. Murali, N.C. Petruzzi

Promoting Clean Technology Products: To Subsidize Products or Service Infrastructure? Service Science, 11(2), 2019. with G. Ma, H.Y. Mak, Z. Wan

Beyond the Speed-Price Tradeoff. MIT Sloan Management Review, 59(4), Summer, 2018. with J. Acimovic, H.Y. Mak
194

Ahn, Woo-Young Department of Psychology

  • Research LabComputational Clinical Science Laboratory
  • Research Area (Core AI)Learning & Reasoning, Language & Cognition, Data Intelligence, Computational neuroscience
  • Research Area (X+AI)Bio, Humanities/Social Sciences, Brain

PUBLICATIONS

Ahn, W.-Y., Kishida, K. T., Gu, X., Lohrenz, T., Harvey, A. H., Alford, J. R., Smith, K. B., Yaffe, G., Hibbing, J. R., Dayan, P., & Montague, P. R. (2014) Nonpolitical images evoke neural predictors of political ideology. Current Biology, 24, 1-7.
Ahn, W.-Y., Haines, N., & Zhang, L. (2017) Revealing neuro-computational mechanisms of reinforcement learning and decision-making with the hBayesDM package. Computational Psychiatry, 1:1.
Ahn, W.-Y. & Vassileva, J. (2016) Machine learning identifies substance-specific behavioral markers for heroin and amphetamine dependence. Drug and Alcohol Dependence, 161, 247-257.
Aylward, J., Valton, V., Ahn, W. Y., Bond, R. L., Dayan, P., Roiser, J. P., & Robinson, O. J. (2019). Altered learning under uncertainty in unmedicated mood and anxiety disorders. Nature Human Behaviour, 3(10), 1116-1123.
Yang, J., Pitt, M. A., Ahn, W. Y., & Myung, J. I. (in press) ADOpy: A Python Package for Adaptive Design Optimization. Behavior Research Methods.
  기계학습을 이용한 빠르고 높은 신뢰도의 멀티모달 금연 표지 개발, 한국연구재단 (연구책임자), 2017-2022년
작업기억-의사결정 상호작용의 뇌신경망에 관한 통합적 연구, 한국연구재단 (공동연구자), 2018-2020년
뇌영상기법과 기계학습을 이용한 비정상적 의사결정의 신경계산학적 기전 연구, 서울대학교 창의선도 신진 연구자 지원사업 (연구책임자), 2019-2022년
193

Bahk, Saewoong Department of Electrical and Computer Engineering

  • Research LabNetwork Lab.
  • Research Area (Core AI)Learning & Reasoning, Robotics & Action, Human-AI Interaction
  • Research Area (X+AI)Logistics, Manufacturing, Energy

PUBLICATIONS

Seowoo Jang, Kang G. Shin, and Saewoong Bahk "Post-CCA and Reinforcement Learning based Bandwidth Adaptation in 802.11ac Networks," IEEE Transactions on Mobile Computing, vol. 17, no. 2, pp. 419-432, Feb. 2018.
Jeongyoon Heo, Byungjun Kang, Jin Mo Yang, Jeongyeup Paek, and Saewoong Bahk, "Performance-Cost Tradeoff of Using Mobile Roadside Units for V2X Communication," IEEE Transactions on Vehicular Technology, vol. 68, no. 9, pp. 9049-9059, Sep. 2019.
Hyung-Sin Kim, JeongGil Ko, and Saewoong Bahk, "Smarter Markets for Smarter Life: Applications, Challenges and Deployment Experiences," IEEE Communications Magazine, vol. 55, no. 5, pp. 34-41, May. 2017.
Sung-Guk Yoon, Young-June Choi, Jong-Keun Park and Saewoong Bahk, "Stackelberg Game based Demand Response for At-Home Electric Vehicle Charging," IEEE Transactions on Vehicular Technology, vol. 65, issue 6, pp. 4172-4184, June 2016.
Jongwook Lee and Saewoong Bahk, "On the MDP-based Cost Minimization for Video-on-Demand Services in a Heterogeneous Wireless Network with Multi-Homed Terminals," IEEE Transactions on Mobile Computing, vol. 12, issue. 9, pp. 1737-1749, Sep. 2013
One of Top 100 Research results in 2018 - Disaster Communication Convergence Technology Research (2016.04.01-2017.12.31.) IITP
192

Moon, Byung-Ro Department of Computer Science and Engineering

  • Research LabOptimization Lab
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence, Optimization Algorithms
  • Research Area (X+AI)Finance, Logistics, Manufacturing

PUBLICATIONS

쉽게 배우는 알고리즘, 2018, 한빛미디어
Sungjoo Ha, Sangyeop Lee, Byung-Ro Moon, "Investigation of the Latent Space of Stock Market Patterns with Genetic Programming,"  Genetic and Evolutionary Computation Conference, pp. 1254-1261, 2018
Seung-Hyun Moon, Yong-Hyuk Kim, Yong Hee Lee, Byung-Ro Moon, "Application of machine learning to an early warning system for very short-term heavy rainfall," Journal of Hydrology, 2019
Seung-Hyun Oh, Byung-Ro Moon, "Automatic Reproduction of a Genius Algorithm: Strassen's Algorithm Revisited by Genetic Search," IEEE Transactions on Evolutionary Computation, 14, 2, pp. 246-251, 2010
Il-Seok Oh, Jin-Seon Lee, Byung Ro Moon, "Hybrid Genetic Algorithms for Feature Selection," IEEE Transactions on Pattern Analysis and Machine Intelligence, 26, 11, pp. 1424-1437, 2004
게임로그 기반 최적화 매칭 알고리즘 도출, 넷마블, 2018.12~2019.7
팽이버섯 생산 최적화 및 자문, 대흥농산, 2019.3~2019.8
LMS 고반응 요건 선별 및 자문, 현대카드, 2016.7~2017.4
191

Lim, Yong Department of Law

  • Research LabEconomic Law
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences, Commerce, Competition Policy

PUBLICATIONS

인공지능과 시장경쟁: 데이터에 대한 규율을 중심으로 한국경제포럼  공동(Book Chapter)  201910
Tech Wars: Return of the Conglomerate - Throwback or Dawn of a New Series for Competition in the Digital Era? Journal of Korean Law  단독  202002
경쟁자의 비용 증대를 통한 배제 전략의 경쟁법적 고찰 서울법학 서울시립대 법학연구소 단독  201902
190

Cho, Dong-il Department of Electrical and Computer Engineering

  • Research LabNano/Micro Systems & Controls Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

189

Lee, Jae Sung Department of Medicine

  • Research LabNuclear Medicine
  • Research Area (Core AI)Vision & Perception
  • Research Area (X+AI)Bio, Brain, Medicine

PUBLICATIONS

Generation of PET attenuation map for whole-body time-of-flight 18F-FDG PET/MRI using a deep neural network trained with simultaneously reconstructed activity and attenuation maps. J Nucl Med. 2019 Aug;60(8):1183-1189.
Improving the accuracy of simultaneously reconstructed activity and attenuation maps using deep learning. J Nucl Med. 2018 Oct;59(10):1624-1629.
Deep-dose: a voxel dose estimation method using deep convolutional neural network for personalized internal dosimetry. Sci Rep. 2019; 9:10308.
Measurement of glomerular filtration rate using quantitative SPECT/CT and deep-learning-based kidney segmentation. Sci Rep. 2019;9:4223.
r amyloid PET using a deep learning approach. Hum Brain Mapp. 2018 May 11;39(9):3769–3778.
뇌질환 임상연구를 위한 7T MR-Compatible PET System 개발, 과학기술
정보통신부, 2014.07 - 2019.04
차세대 초저선량 PET 시스템 핵심 기술 개발, 과학기술 정보통신부, 2016.06 - 2021.03
188

Jhe, Wonho Department of Physics and Astronomy

  • Research LabAtomic, Molecular, and Optical Physics
  • Research Area (Core AI)Learning & Reasoning, AI Platform, Data Intelligence
  • Research Area (X+AI)Manufacturing, AI-based instruments

PUBLICATIONS

Interfacial thermodynamics of spherical nanodroplets: Molecular understanding of surface tension via hydrogen bond network
GCIceNet: A Graph Convolution Network For Deep Learning Of Ice Phases
AI-based atomic force microscopy
리더연구과제 0차원 나노플루이딕스
187

Lee, Chul-Joo Department of Communication

  • Research LabHealth Communication, Science Communication, Network Science and Community
  • Research Area (Core AI)Language & Cognition, AI Law & Ethics, Text Mining
  • Research Area (X+AI)Humanities/Social Sciences, Medicine, Media + AI

PUBLICATIONS

Chul-joo Lee, Kwanho Kim, & Bee-ah Kang (2019). A moderated mediation model of the relationship between media, social capital, and cancer knowledge. Health Communication. 34, 577-588. [Lead Paper]
Chul-joo Lee & Dongyoung Sohn (2016). Mapping the social capital research in communication: A bibliometric analysis. Journalism & Mass Communication Quarterly, 93(4), 728-749. [Lead Paper]
Chul-joo Lee & Jennifer Kam (2015). Why does social capital matter in health communication campaigns? Communication Research, 42(4), 459-481. [Lead Paper]
Andy Tan, Chul-joo Lee, & Jiyoung Chae (2015). Exposure to health (mis)information: Lagged effects on young adults’ health behaviors and potential pathways. Journal of Communication, 65(4), 674-698.
Chul-joo Lee (2014). The role of social capital in health communication campaigns: The case of the National Youth Anti-Drug Media Campaign. Communication Research, 41(2), 208-235.
186

Park, Frank Chongwoo Department of Mechanical Engineering

  • Research LabRobotics Laboratory
  • Research Area (Core AI)Learning & Reasoning, Robotics & Action, Mathematical data science
  • Research Area (X+AI)Medicine, Logistics, Manufacturing, Dental and medical imaging

PUBLICATIONS

185

Lee, Weonjong Department of Physics and Astronomy

  • Research LabLattice Gauge Theory Research Center
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence, AI and data analysis
  • Research Area (X+AI)Physics

PUBLICATIONS

184

Kim, Jin-Soo Department of Computer Science and Engineering

  • Research LabSystems Software and Architecture Laboratory
  • Research Area (Core AI)AI Platform, AI Chip
  • Research Area (X+AI)

PUBLICATIONS

183

Heo, Eunnyeong Department of Energy Resources Engineering

  • Research LabEnergy and Resource Economics
  • Research Area (Core AI)AI Law & Ethics, Economic Valuation
  • Research Area (X+AI)Humanities/Social Sciences, Finance, Energy

PUBLICATIONS

『우리의 지속가능한 에너지』 (2017) 임현묵 외, 유네스코한국위원회
『리더들이 꼭 알아야 할 에너지기술』 (2015) 차동형 외, 지오북
에너지 클라우드 기술의 가치평가시스템 구축, 한국연구재단 원천기술개발사업, 2019.06~2020.12
182

Yeom, Heonyoung Department of Computer Science and Engineering

  • Research LabDistributed Computing Systems Laboratory
  • Research Area (Core AI)AI Platform, Data Intelligence
  • Research Area (X+AI)Logistics, Manufacturing

PUBLICATIONS

181

Lee, Sang-goo Department of Computer Science and Engineering

  • Research LabIntelligent Data System Laboratory
  • Research Area (Core AI)Language & Cognition, Data Intelligence
  • Research Area (X+AI)Commerce

PUBLICATIONS

Taeuk Kim, Jihun Choi, Daniel Edmiston, Sang-goo Lee, Are Pre-trained Language Models Aware of Phrases? Simple but Strong Baselines for Grammar Induction, International Conference on Learning Representations, 2020.
Jihun Choi, Taeuk Kim, Sang-goo Lee, A Cross-Sentence Latent Variable Model for Semi-Supervised Text Sequence Matching, The 57th Annual Meeting of the Association for Computational Linguistics (ACL), 2019.
Kang Min Yoo, Youhyun Shin, Sang-goo Lee, Data Augmentation for Spoken Language Understanding via Joint Variational Generation, Thirty-Third AAAI Confernce on Artificial Intelligence (AAAI), 2019.
Taeuk Kim, Jihun Choi, Daniel Edmiston, Sanghwan Bae, Sang-goo Lee, Dynamic Compositionality in Recursive Neural Networks with Structure-aware Tag Representations, Thirty-Third AAAI Confernce on Artificial Intelligence (AAAI), 2019.
Jihun Choi, Kang Min Yoo, Sang-goo Lee, Learning to Compose Task-Specific Tree Structures, Thirty-Second AAAI Conference on Artificial Intelligence (AAAI), 2018.
글로벌 인터넷 빅 텍스트 데이터 실시간 모니터링, 과학기술정보통신부, 2016~2021.
지능형 음성인식을 위한 Q&A 기술 선행 연구, 현대엔지비(주), 2017~.
180

이권상 Department of Statistics

  • Research Lab인과추론연구실 (Causal Inference Lab.)
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence
  • Research Area (X+AI)Humanities/Social Sciences, Medicine

PUBLICATIONS

Fogarty, C. B., Lee, K., Kelz, R. R., and Keele, L. (2021) Biased encouragements and heterogeneous effects in an instrumental variable study of emergency general surgical outcomes. Journal of the American Statistical Association.

Lee, K., Small, D. S., and Dominici, F. (2021) Discovering heterogeneous exposure effects using randomization inference in air pollution studies. Journal of the American Statistical Association.

Lee, K., and Small, D. S. (2019). Estimating the malaria attributable fever fraction accounting for parasites being killed by fever and measurement error. Journal of the American Statistical Association.

Lee, K., Lorch S. A., and Small, D. S. (2019). Sensitivity analyses for average treatment effect when outcome is censored by death in instrumental variable models. Statistics in Medicine.

Lee, K., Small, D. S., and Rosenbaum, P. R. (2018). A powerful approach to the study of moderate effect modification in observational studies. Biometrics. (Statistics in Epidemiology (SIE) Young Investigator Award)

Lee, K., Small, D. S., Hsu, J. Y., Silver, J. H. and Rosenbaum, P. R. (2018). Discovering effect modification in an observational study of surgical mortality at hospitals with superior nursing. Journal of the Royal Statistical Society, Series A.
179

Kwon, Taekyoung Department of Computer Science and Engineering

  • Research LabNetwork Convergence & Security Laboratory
  • Research Area (Core AI)Vision & Perception, Data Intelligence, AI Security
  • Research Area (X+AI)Humanities/Social Sciences, Commerce

PUBLICATIONS

"Magnetic Field based Indoor Localization System: A Crowdsourcing Approach",  International Conference on Indoor Positioning and Indoor Navigation (IPIN 2019), Pisa, Italy, September 2019
"Unveiling a Socio-Economic System in a Virtual World: A Case Study of an MMORPG", World Wide Web Conference (WWW) 2018 (Industry track), Lyon, France, April. 2018.
"Privacy Leakage in Event-based Social Networks: A Meetup Case Study", In Proceedings of ACM Conference on Computer-Supported Cooperative Work and Social Computing (CSCW`18), Jersey City, United States, November 2018
178

Choi, Syngjoo Department of Economics

  • Research LabBehavioral Economics
  • Research Area (Core AI)Human-AI Interaction, AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences, Finance

PUBLICATIONS

The Role of Education Interventions in Improving Economic Rationality (with Hyuncheol Bryant Kim, Booyuel Kim, and Cristian Pop-Eleches). Science, 362(6410), 83-86. 2018.
Who Is (More) Rational? (with Shachar Kariv, Wieland Müller and Dan Silverman). American Economic Review, 105(6), 1518-1550. 2014.
Consistency and Heterogeneity of Individual Behavior under Uncertainty (with Raymond Fisman, Douglas Gale and Shachar Kariv). American Economic Review, 97(5), 1921-1938. 2007.
Trading in Networks: Theory and Experiment (with Andrea Galeotti and Sanjeev Goyal). Journal of the European Economic Association, 15(4), 784-817. 2017.
Estimating Ambiguity Aversion in a Portfolio Choice Experiment (with David Ahn, Douglas Gale, and Shachar Kariv). Quantitative Economics, 5(2), 195-223. 2014.
177

Tak, Sunghee H Department of Nursing

  • Research LabAdult Health Nursing
  • Research Area (Core AI)Human-AI Interaction
  • Research Area (X+AI)Aging Care Services and Wellness

PUBLICATIONS

Tak, SH. (2018). 4차 산업혁명시대 Gerontological Nursing in the Era of the Fourth Industrial Revolution. 노인간호학회지 Journal of Korean Gerontological Nursing. 20, S160~165. (doi: 10.17079/jkgn.2018.20.s1.s160)
Bidelman, GM., Lowther, JE., Tak, SH., & Alain, C. (2017). Mild Cognitive Impairment Is Characterized by Deficient Brainstem and Cortical Representations of Speech. Journal of Neuroscience, 37(13), 3610-3620. (doi: 10.1523/JNEUROSCI.3700-16.2017)
Tak, S., Zhang, H., Patel, H., & Hong, S. (2015). Computer activities for persons with dementia. The Gerontologist, 55, S40-49. (doi: 10,1093/geront/gnv003)
Tak, S., Zhang, H., & Hong, S. (2015). Preferred computer activities among individuals with dementia: a pilot study. Journal of Gerontological Nursing, 41(3), 50-57. March 1st, 2015 (Online advance release at November 7, 2014) (doi:10.3928/00989134-20141029-01)
Tak, S., Kedia, S., Tongumpun, T., Hong, SH. (2015). Activity engagement: perspectives from nursing home residents with dementia. Educational Gerontology, 41(3), 182-192. March 1, 2015 (Online advance release at August 21, 2014.) (doi:10.1080/03601277.2014.937217)
치매문제행동모델을 적용한 홀로그래픽 혼합현실 시뮬레이션 간호교육 모듈 개발과 효과. Development and evaluation of holographic mixed reality-based simulation nursing eudcational program using dementia-compromized behavior model. 이공학개인기초연구지원사업 (2018R1D1A1A02085994). 2018.11.01.~2019.10.31. 한국연구재단(책임연구자)
치매노인을 위한 컴퓨터인지훈련프로그램에 대한 문헌고찰 및 치매고위험노인의 활동프로그램 개발과 평가 Computerized cognitive training in persons with dementia: a systematic review & Effects of an integrated activity program for older adults with low education and mild dementia. 2015.10.01 – 2017.09.30. 서울대학교 신임교수지원사업 & 차세대 신진학자 초빙사업. (연구책임자)
Center for Technologies and Research in Alzheimer’s Care. 2013-2015. FedEx Institute of Technology Innovation Grant, University of Memphis Foundation. USA. (연구책임자 & Director)
176

임도빈 Department of Public Administration

  • Research Lab
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

저서
임도빈. (2021). 더 좋은 나라, 이렇게 하면 어떨까?:한국 사회가 묻고, 임도빈이 답하다. 서울:윤성사
엄석진 [외]. (2021). AI와 미래행정=AI and future administration. 서울: 박영사. 
임도빈. (2020). 비교행정. 백완기, 박종민(편). 학문연구의 동향과 쟁점 행정학 (pp.131-152). 서울: 대한민국학술원.


논문
임도빈. (2021). 정책과 문화예술의 관계: 코로나 19 이후의 변화를 중심으로. 문화예술융합연구, 2(1), 5-25.
정윤진, 경규웅, 임도빈. (2021). 공공봉사동기와 사회적 영향력이 직무만족에 미치는 영향: 공공서비스 개인-조직 적합성의 관점에서. 행정논총, 59(2), 175-200.
Chung, K. H., & Im, T. (2021). Happiness in developing countries: can government competitiveness substitute for formal institutions?. International Review of Administrative Sciences, 00208523211000421.
정윤진, 김필, 임도빈. (2021). 지방․지역인재 우대 인사정책에 대한 공무원의 태도.한국인사행정학회보, 20(1),37-66.
Im, T., & Campbell, J. W. (2020). Coordination, Incentives, and Persuasion: South Korea’s Comprehensive Approach to COVID-19 Containment. Korean Journal of Policy Studies, 35(3), 119-139."
175

Seo, Jongmo Department of Electrical and Computer Engineering

  • Research LabElectro-medical Fusion Engineering lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Robotics & Action, Human-AI Interaction, Data Intelligence, AI Law & Ethics, Autonomous Driving
  • Research Area (X+AI)Bio, Brain, Medicine

PUBLICATIONS

174

박건웅 통계학과

  • Research Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

173

Lee, Sang Won Department of Law

  • Research LabCriminal Law & Procedure
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

이른바 수사권조정과 형사사법제도 인권과 정의 대한변호사협회 단독  201912
휴리스틱과 검사의 인지편향 형사정책 한국형사정책연구원 단독  201712
The Best Evidence Rule in a Digital Age CURRENT ISSUES IN KOREAN LAW ROBBINS COLLECTION BERKELEY LAW 단독  201408
172

Ha, Soonhoi Department of Computer Science and Engineering

  • Research LabCodesign and Parallel Processing Laboratory
  • Research Area (Core AI)AI Platform, AI Chip
  • Research Area (X+AI)embedded systems, electronic systems

PUBLICATIONS

" Tensor Virtualization Technique to Support Efficient Data Reorganization for CNN Accelerators," DAC 2020 (to appear)
"A Novel CNN(Convolutional Neural Network) Accelerator That Enables Fully-pipelined Execution of Layers," ICCD 2019
"Fast Performance Estimation and Design Space Exploration of Manycore-based Neural Processors," DAC 2019
"C-GOOD: C-code Generation Framework for Optimized On-device Deep Learning," ICCAD 2018
"Joint Optimization of Speed, Accuracy, and Energy for Embedded Image Recognition Systems," DATE 2018
단말용 뉴럴 프로세서 시뮬레이션 및 소프트웨어 최적화 기술,  삼성종합기술원, 2016. 12 - 2020. 10
MIDAP (Memory-In-the DAtapath Processor) 뉴럴 프로세서의 성능 개선 연구, 삼성전자, 2018.5 - 2020.4
이종 하드웨어 가속기를 포함하는 모바일 플랫폼을 위한 시스템 수준의 딥 러닝 추론 최적화 기법, 삼성전자, 2018.3 - 2018.12
171

Kim, Dohun Department of Physics and Astronomy

  • Research LabLaboratory for integrated quantum systems
  • Research Area (Core AI)
  • Research Area (X+AI)Physics

PUBLICATIONS

170

Song, Hyun Oh Department of Computer Science and Engineering

  • Research LabMachine Learning Lab
  • Research Area (Core AI)Learning & Reasoning, Robotics & Action, AI Security
  • Research Area (X+AI)Medicine, Finance

PUBLICATIONS

Learning Discrete and Continuous Factors of Data via Alternating Disentanglement (ICML19)
Parsimonious Black-Box Adversarial Attacks via Efficient Combinatorial Optimization (ICML19)
EMI: Exploration with Mutual Information (ICML19)
End-to-End Efficient Representation Learning via Cascading Combinatorial Optimization (CVPR19)
[뉴럴 프로세싱 시스템 연구/16세부]Deep adversarial reinforcement learning via expert video demonstrations, 삼성전자(주)/민간지원사업, 2017-2020
머신러닝 기반 Storage 품질 예측 시스템의 향상을 위한 최적화기반 data augmentation 방법에 관한 연구, 삼성전자(주)/민간지원사업, 2019-2024
데이터간 범용적인 상호 유사성 추론을 위한 딥러닝 모형 연구, 과학기술정보통신부/이공분야기초연구사업전략공모사업, 2017-2020
169

Lee, Hae-Young Department of Medicine

  • Research LabInternal Medicine
  • Research Area (Core AI)Human-AI Interaction, Data Intelligence
  • Research Area (X+AI)Bio, Medicine

PUBLICATIONS

Artificial intelligence utilized cholesterol profile calculation
Common data modeling
168
  • Research LabMolecular Electronics and Nanostructures Laboratory
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, AI Chip
  • Research Area (X+AI)Brain, Energy

PUBLICATIONS

167

Cho, Hyun-Jae Department of Dentistry

  • Research LabPreventive Dental Medicine
  • Research Area (Core AI)
  • Research Area (X+AI)Bio, Humanities/Social Sciences, Medicine, Dentistry

PUBLICATIONS

Multi-channel PINN: investigating scalable and transferable neural networks for drug discovery. Journal of Chemical Informatics 11.1 (2019): 46
Cognitive Profiling Related to Cerebral Amyloid Beta Burden Using Machine Learning Approaches. Frontiers in Aging Neuroscience. 10.3389 (2019)
The Disturbance in Dynamic Property in the Reconstructed State Space during Nitrous Oxide Administration. Neuroreport 30.3(2019):162–68
Differential Diagnosis of Jaw Pain using Informatics Technology. Journal of Oral Rehabilitation (2018)
A dynamic and parallel approach for repetitive prime labeling of XML with MapReduce, The Journal of Supercomputing, 73:2 (2017)
- 과제명: "빅데이터 기반의 신약 탐색 SW 개발"

 - 연구비 지원 기관: 미래창조 과학부

 - 연구 수행 기간: 2017. 04. 01. ~ 2019. 12. 31.
- 과제명: "WiseKB: 빅데이터 이해 기반 자가학습형 지식베이스 및 추론 기술 개발"

 - 연구비 지원 기관: 과학기술정보통신부

 - 연구 수행 기관: 2013. 05.01. ~ 현재
166

Kim, Kyung Hwan Department of Medicine

  • Research LabThoracic and Cardiovascular Surgery
  • Research Area (Core AI)
  • Research Area (X+AI)Medicine

PUBLICATIONS

165

Kim, Jeong-Whun Department of Medicine

  • Research LabOtorhinolaryngology-Head & Neck Surgery
  • Research Area (Core AI)Data Intelligence
  • Research Area (X+AI)Medicine

PUBLICATIONS

특허: 수면무호흡증 예측 모델의 생성방법 및 이 모델을 이용한 수면무호흡증 예측방법
Prediction of Apnea-Hypopnea Index Using Sound Data Collected by a Noncontact Device.

Kim JW, Kim T, Shin J, Lee K, Choi S, Cho SW.

Otolaryngol Head Neck Surg. 2020 Mar;162(3):392-399. doi: 10.1177/0194599819900014. Epub 2020 Feb 4.

PMID: 32013710
Patient-Level Prediction of Cardio-Cerebrovascular Events in Hypertension Using Nationwide Claims Data.

Park J, Kim JW, Ryu B, Heo E, Jung SY, Yoo S.

J Med Internet Res. 2019 Feb 15;21(2):e11757. doi: 10.2196/11757.

PMID: 30767907
Impact of Personal Health Records and Wearables on Health Outcomes and Patient Response: Three-Arm Randomized Controlled Trial.

Kim JW, Ryu B, Cho S, Heo E, Kim Y, Lee J, Jung SY, Yoo S.

JMIR Mhealth Uhealth. 2019 Jan 4;7(1):e12070. doi: 10.2196/12070.

PMID: 30609978 Free PMC Article
Prediction of Obstructive Sleep Apnea Based on Respiratory Sounds Recorded Between Sleep Onset and Sleep Offset.

Kim JW, Kim T, Shin J, Choe G, Lim HJ, Rhee CS, Lee K, Cho SW.

Clin Exp Otorhinolaryngol. 2019 Feb;12(1):72-78. doi: 10.21053/ceo.2018.00388. Epub 2018 Sep 8.

PMID: 30189718 Free PMC Article
한국연구재단: 수면질환환자의 수면중 신호 빅데이터 분석을 활용한 개인 수면건강 관리용 웨어러블 기기 개발
산업부: 라이프로그-공공데이터를 활용한 PHR 기반 생애 주기별 맞춤형 건강관리 시스템 개발 및 비즈니스 모델 실증
164

홍성수 응용공학과

  • Research LabRTOS Lab
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

163

Yoon, Sung-Soo Department of Medicine

  • Research LabLaboratory of Hematology
  • Research Area (Core AI)Learning & Reasoning
  • Research Area (X+AI)Bio, Medicine, Pharma

PUBLICATIONS

Genet Med. 2019 Dec;21(12):2695-2705. doi: 10.1038/s41436-019-0588-9.
Oncogenic effects of germline variants in lysosomal storage disease genes.
Sci Rep. 2019 Mar 5;9(1):3465. doi: 10.1038/s41598-019-39706-0.
Interpretation of EBV infection in pan-cancer genome considering viral life cycle: LiEB (Life cycle of Epstein-Barr virus).
Blood Cancer J. 2018 May 23;8(5):43. doi: 10.1038/s41408-018-0083-6.
RTK-RAS pathway mutation is enriched in myeloid sarcoma.
162

Yang, Insoon Department of Electrical and Computer Engineering

  • Research LabData mining
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

161

Jeong, Deog-Kyoon Department of Electrical and Computer Engineering

  • Research LabIntegrated Systems Design Laboratory
  • Research Area (Core AI)AI Chip
  • Research Area (X+AI)Semiconductor

PUBLICATIONS

An efficient charge recovery logic circuit
An all-analog multiphase delay-locked loop using a replica delay line for wide-range operation and low-jitter performance
Design of PLL-based clock generation circuits
A 960-Mb/s/pin interface for skew-tolerant bus using low jitter PLL
A 0.18-μm CMOS 3.5-Gb/s continuous-time adaptive cable equalizer using enhanced low-frequency gain control method
160

Hyeon, David Donghoon Department of Mathematical Sciences

  • Research LabAlgebraic geometry
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception
  • Research Area (X+AI)Arts, Medicine

PUBLICATIONS

159

Kim, Ki-Hyeon Department of Philosophy

  • Research LabContemporary epistemology, philosophy of mind
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

158

Hahn, Kyu-Sup Department of Communication

  • Research LabPolitical Communication
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

-
157

Rhee, Wonjong Department of Intelligence and Information

  • Research LabApplied Data Science Lab
  • Research Area (Core AI)Learning & Reasoning
  • Research Area (X+AI)

PUBLICATIONS

Choi, Daeyoung, and Wonjong Rhee. "Utilizing class information for deep network representation shaping." Proceedings of the AAAI Conference on Artificial Intelligence. Vol. 33. 2019.
Shin, Changho, Sunghwan Joo, Jaeryun Yim, Hyoseop Lee, Taesup Moon, and Wonjong Rhee. "Subtask gated networks for non-intrusive load monitoring." In Proceedings of the AAAI Conference on Artificial Intelligence, vol. 33, pp. 1150-1157. 2019.
Jung, Wonkyung, Daejin Jung, Sunjung Lee, Wonjong Rhee, and Jung Ho Ahn. "Restructuring batch normalization to accelerate CNN training." SysML (2018).
Yu, Wei, Wonjong Rhee, Stephen Boyd, and John M. Cioffi. "Iterative water-filling for Gaussian vector multiple-access channels." IEEE Transactions on Information Theory 50, no. 1 (2004): 145-152.
Rhee, Wonjong, and John M. Cioffi. "On the capacity of multiuser wireless channels with multiple antennas." IEEE Transactions on Information Theory 49, no. 10 (2003): 2580-2595.
정보이론 및 최적화이론을 활용한 딥러닝의 수학적 원리 및 응용 연구, 연구재단/중견, 2017.9~2020.8
최신 딥러닝 기법을 이용한 반도체 소자 모델링 기법 혁신, 하이닉스, 2019.3~2019.12
SKINET AutoML 구현을 위한 HPO (Hyper Parameter Optimization)및  NAS(Neural Architecture Search) 연구, SK Telecom, 2018.4~2018.12
156

Kim, Hyoung Joo Department of Computer Science and Engineering

  • Research LabInternet Database Lab
  • Research Area (Core AI)Data Intelligence
  • Research Area (X+AI)Data Preprocessing

PUBLICATIONS

Hye-Won Lim; Hyoung-Joo Kim, "Tensor-based tag emotion aware recommendation with probabilistic ranking", KSII Transactions on Internet and Information Systems, vol. 13, no. 12, pp. 5826-5841, 2019
Hye-Won Lim; Hyoung-Joo Kim, "Item recommendation using tag emotion in social cataloging services", Expert Systems with Applications 89, pp.179-187, 2017
Hee-Gook Jun; Dong-Hyuk Im; Hyoung-Joo Kim, "An RDF Metadata-based Weighted Semantic Pagerank Algorithm", International Journal of Web & Semantic Technology, vol. 7 no. 2 pp. 11-24, Apr. 2016
Woo-Hyun Lee, Hee-Gook Jun, and Hyoung-Joo Kim, "Hadoop Mapreduce Performance Enhancement Using In-Node Combiners", International Journal of Computer Science & Information Technology, vol. 7 no. 5 pp. 1-18, Oct. 2015
Hyunwoo Kim, Taewhi Lee, and Hyoung-Joo Kim, "A Parallel Tag Affinity Computation for Social Tagging Systems using MapReduce", International Journal of Big Data Intelligence, vol. 1 no. 3 pp. 141-150, 2014
삼성전자 반도체부문을 위한 Data Scientist 교육,  2018년 ~ 현재
155

Jo, Junghyo Department of Physics Education

  • Research LabStatistical Physics
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence
  • Research Area (X+AI)Bio, Brain, Medicine

PUBLICATIONS

Hoang DT, Song J, Periwal V, and Jo J. Network inference in stochastic systems from neurons to currencies: Improved performance at small sample size, Phys Rev E, 99:023311 (2019)
Song J, Marsili M, and Jo J. Resolution and relevance trade-offs in deep learning, Journal of Statistical Mechanics, 12:123406 (2018)
Hoang DT, Jo J and Periwal V. Data-driven inference of hidden nodes in networks, Phys Rev E, 99:042114 (2019)
Cubero RJ, Jo J, Marsili M, Roudi Y and Song J. Statistical criticality arises in most informative representations, Journal of Statistical Mechanics, 6:063402 (2019)
Xu J and Jo J. Immunological recognition by articial neural networks, Journal of Korean Physical Society, 73:1908-1917 (2018)
Dynamics Inference from Time Series Data, NRF, 2019.06.01 - 2022.02.28
154

Cho, Sungzoon Department of Industrial Engineering

  • Research LabBigData AI Center
  • Research Area (Core AI)Learning & Reasoning, Language & Cognition, Data Intelligence
  • Research Area (X+AI)Finance, Logistics, Manufacturing

PUBLICATIONS

세상을 읽는 새로운 언어, 빅데이터, 조성준, 21세기북스, 2019.08.28, ISBN 9788950982737
Fault Detection and Diagnosis Using Self-Attentive Convolutional Neural Networks for Variable-length Sensor Data in Semiconductor Manufacturing, Eunji kim, Sungzoon Cho, Byeong eon Lee, Myoungsu Cho, IEEE Transactions on Semiconductor Manufacturing, Volume: 32 , Issue: 3 , Aug. 2019, Page(s): 302 - 309
Champion-challenger analysis for credit card fraud detection: hybrid ensemble and deep learning, Eunji Kim, Jehyuk Lee, Hunsik Shin, Hoseong Yang, Sungzoon Cho, Seung-kwan Nam, Youngmi Song, Jeong-a Yoon, Jong-il Kim, Wooho Chung, Kyungmo La, Kangshin Ko, Expert Systems with Applications, Volume 128, 15 August 2019, Pages 214-224
Stock Price Prediction through Sentiment Analysis of Corporate Disclosures Using Distributed Representation, Misuk Kim, Eunjeong Lucy Park, and Sungzoon Cho, Intelligent Data Analysis Journal, Vol. 22(6) pp. 1395-1413 December, 2018
"Machine learning-based anomaly detection via integration of manufacturing, inspection and after-sales service data", Taehoon Ko, Je Hyuk Lee, Hyunchang Cho, Sungzoon Cho, Wounjoo Lee, Miji Lee, Industrial Management & Data Systems, Vol. 117 Issue: 5, 2017, pp.927-945
기업 공시 데이터를 활용한 기업 네트워크 구축, 연구재단, 2018~2021
기계학습을 활용한 데이터 기반 진단, 고장예지 및 내구성 평가, 삼성전자, 2016~2021
예방품질능력 강화 위한 컨버터 지능형 진단 기술 개발, 현대차, 2018~2019
153

Jeong, Euicheol Department of Crafts and Design

  • Research Lab인간중심통합디자인연구실
  • Research Area (Core AI)Learning & Reasoning, Human-AI Interaction, Autonomous Driving
  • Research Area (X+AI)Arts, Design

PUBLICATIONS

152

Shim, Kyuseok Department of Electrical and Computer Engineering

  • Research LabData mining
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

151
  • Research Lab컴퓨터 구조 메모리 연구소
  • Research Area (Core AI)AI Platform
  • Research Area (X+AI)

PUBLICATIONS

150

Shim, Byonghyo Department of Electrical and Computer Engineering

  • Research LabInformation System Laboratory
  • Research Area (Core AI)Learning & Reasoning, AI Platform, Data Intelligence
  • Research Area (X+AI)Finance, Manufacturing, Wireless Communications

PUBLICATIONS

W. Kim, Y. Ahn and B. Shim, "Deep Neural Network Based Active User Detection for Grant-free NOMA Systems," IEEE Transactions on Communications, 2020.
W. Kim, H. Ji, H. Lee, Y. Kim, J. Lee and B. Shim, "Sparse Vector Transmission: An Idea Whose Time Has Come," IEEE Vehicular Technology Magazine, 2020.
L. Nguyen, J. Kim and B. Shim, "Low-Rank Matrix Completion: A Contemporary Survey," IEEE Access, vol. 7, no. 1, pp. 94215-94237, Jul. 2019.
H. Ji, S. Park, J. Yeo, Y. Kim, J. Lee and B. Shim, "Ultra Reliable and Low Latency Communications in 5G Downlink: Physical Layer Aspects," IEEE Wireless Communications, vol. 25, no. 3, pp. 124-130 , June. 2018.
J. Choi, B. Shim, Y. Ding, B. Rao and D. Kim, "Compressed sensing for wireless communications: useful tips and tricks," IEEE Communications Surveys and Tutorials, vol. 19, no. 3, pp. 1527-1550, 2017.
149

Chung, Minhwa Department of Linguistics

  • Research Lab음성언어처리연구실
  • Research Area (Core AI)Language & Cognition
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

Seung Hee Yang, Minhwa Chung (2019). Self-imitating Feedback Generation Using GAN for Computer-Assisted Pronunciation Training. Proceedings of INTERSPEECH 2019, 1881-1885.
Hyejin Hong, Sunhee Kim, Minhwa Chung (2014). A corpus-based analysis of English segments produced by Korean learners. Journal of Phonetics, 46, 52-67.
Sunhee Kim, Yumi Hwang, Daejin Shin, Chang-Yeal Yang, Seung-Yeun Lee, Jin Kim, Byunggoo Kong, Jio Chung, Namhyun Cho, Ji-Hwan Kim, Minhwa Chung (2013). VUI development for Korean people with dysarthria. Journal of Assistive Technology (JAT), 7(3), 188-200.
Minsu Na, Minhwa Chung (2016). Optimizing Vocabulary Modeling for Dysarthric Speech Recognition. Proceedings of ICCHP 2016, 507-510.
Seung Hee Yang, Minhwa Chung (2017). ​Characterization Of Phonetic And Phonological Error Patterns Of Korean Produced By Chinese Learners. Proceedings of Oriental COCOSDA, 405-410.
119 구급 신고 정보 표준화 및 자료 활용 방안 연구, 산업통상자원부, 2019.10~2022.06
외국인을 위한 음성언어처리 기술 기반의 한국어 말하기 교육 소프트웨어 개발, 한국연구재단,  2015.11~2018.10
발성 장애인을 위한 개인 맞춤형 내장형 명령어 인식기 개발, 지식경제부, 2010.06~2014.05
148

Kwon, Illoong Department of Public Administration

  • Research LabIncentive Theory, Performance-Related Pay, Human Resource, Patent and R&D
  • Research Area (Core AI)AI and Labor Force
  • Research Area (X+AI)Humanities/Social Sciences, Government Policy and Regulation

PUBLICATIONS

"Trust or Distrust: Entrepreneurs vs. Self-Employed" (with Kitae Sohn), Small Business Economics, forthcoming.
"Public-Private Mixed Delivery and Information Effects" (with Sangin Park), Economica, 2018, 85(337), 75-91.
"What Does CEOs' Pay-for-Performance Reveal About Shareholders' Attitude Toward Earnings Overstatements?" (with Katherine Guthrie and Jan Sokolowsky), Journal of Business Ethics, 2017, 146(2), 419-450.
"Job Dissatisfaction of the Self-Employed in Indonesia" (with Kitae Sohn), Small Business Economics, 2017, 49(1), 233-249.
"The Effect of Public Service Motivation and Job Level on Bureaucrats' Preference for Direct Policy Instruments" (with Miyeon Song, Seyoung Cha, Naon Min), Journal of Public Administration Research and Theory, 2017, 27(1), 36-51.
147

Yi, Kwangkeun Department of Computer Science and Engineering

  • Research LabProgramming Research Laboratory
  • Research Area (Core AI)AI Platform, AI Security, ai verification, security, safety
  • Research Area (X+AI)

PUBLICATIONS

[book] Introduction to Static Analysis: an abstract interpretation perspective, MIT Press, 2020
Adaptive Static Analysis via Learning with Bayesian Optimization, TOPLAS 40(4), no.14, 2018
Global Sparse Analysis Framework, TOPLAS 36(3), no.8, 2014
Optimizing Homomorphic Evaluation Circuits by Program Synthesis and Term Rewriting, PLDI 2020
Selective Context-Sensitivity Guided by Impact Pre-Analysis, PLDI 2014
과기부 연구재단 선도연구센터(ERC), 소프트웨어무결점 연구센터, 센터장, 2008-2015
과기부 연구재단 창의연구단(CRI), 프로그램분석시스템 연구단, 연구단장, 1998-2003
146

Chung, Jin Ho Department of Medicine

  • Research LabSkin aging, Photobiology, Geriatric dermatology, Anti-skin aging, Cosmetology
  • Research Area (Core AI)Learning & Reasoning, AI Platform, Data Intelligence
  • Research Area (X+AI)Bio, Humanities/Social Sciences, Medicine

PUBLICATIONS

145

Ko, Haksoo Department of Law

  • Research LabLaw and Economics, Data Privacy/Technology Policy/Contract Negotiation
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences, Medicine, Finance

PUBLICATIONS

인공지능과 시장경쟁 : 데이터에 대한 규율을 중심으로 한국경제포럼  공동  201910
인공지능과 고용차별의 법경제학, 법경제학연구 한국경제법학회  공동  201904
인공지능과 차별 저스티스 한국법학원 공동  201904
144

Park, Kiwan Department of Business Administration

  • Research LabStrategic Brand Management, Consumer Behavior, Consumer Insight
  • Research Area (Core AI)Learning & Reasoning, Human-AI Interaction, Data Intelligence
  • Research Area (X+AI)Arts, Humanities/Social Sciences, Commerce

PUBLICATIONS

Kim, Hakkyun, Kyoungmi Lee, and Kiwan Park (2015), “Balancing Out Feelings of Risk by Playing It Safe: The Effect of Social Networking on Subsequent Risk Judgment,” Organizational Behavior and Human Decision Processes, 131(November), 121-131.
Kim, Hakkyun, Kiwan Park, and Norbert Schwarz (2010), “Will This Trip Really Be Exciting? The Role of Incidental Emotions in Product Evaluation,” Journal of Consumer Research, 36 (April), 983-991.
Priester, Joseph R., Richard E. Petty, and Kiwan Park (2007), “Whence Univalent Ambivalence? From the Anticipation of Conflicting Reactions,” Journal of Consumer Research, 34(June), 11-21.
4차산업 혁명 시대의 서비스 사용 촉진 및 저해 요인에 대한 분석, 한국연구재단 중견연자지원(2019S1A5A2A01050564), 2019.07-2022.06, 연구책임자
143

Park, Sojung Department of Business Administration

  • Research LabInsurance, Risk Management
  • Research Area (Core AI)
  • Research Area (X+AI)Finance

PUBLICATIONS

인슈어테크 혁명: 현황 점검 및 과제 고찰
142

Lee, Dongjin Department of Law

  • Research LabCivil Law
  • Research Area (Core AI)AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences, Medicine

PUBLICATIONS

공동근저당의 법리 ― 대법원 2017. 9. 21. 선고 2015다50637 판결 ― 민사법학 한국민사법학회 단독  202012
고령사회에서 의료법의 과제 ― 원격의료, 공동결정, 자원투입제한 ― 서울대 법학 서울대학교 법학연구소 단독  202012
양도금지특약에 반하는 채권양도, 회생절차와 민법 제434조 ― 대법원 2019. 12. 19. 선고 2016다24284 전원합의체 판결 ― 법조 법조협회 단독  202010
141

Kwon, Jun Soo Department of Brain and Cognitive Sciences

  • Research LabClinical Cognitive Neuroscience
  • Research Area (Core AI)Language & Cognition, Data Intelligence
  • Research Area (X+AI)Medicine

PUBLICATIONS

강박증 환자에서 machine learning을 이용한 치료반응 차이의 비교
The effects of pharmacological treatment on functional brain connectome in obsessive-compulsive disorder. Biol Psychiatry 2014;75(8):606-614
140

Seong, Seung-Yong Department of Medicine

  • Research LabMicrobiology and Immunology
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

139

Woo, Jisook Department of Public Administration

  • Research LabMedia Policy, Media Law, Broadcasting Law, Internet Regulation, Policy Communication
  • Research Area (Core AI)
  • Research Area (X+AI)Humanities/Social Sciences, Media

PUBLICATIONS

Copyright Law and Computer Programs: The Role of Communication in Legal Structure, (New York: Garland Publishing, 2000)
국가운영시스템 과제와 전략 (나남, 2008) 공저)
언론과 법의 지배 (박영사, 2007) (공저)
138

Park, Chang Min Department of Medicine

  • Research LabRadiology Artificial Intelligence Lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Human-AI Interaction
  • Research Area (X+AI)Medicine

PUBLICATIONS

Development and Validation of a Deep Learning-Based Automated Detection Algorithm for Major Thoracic Diseases on Chest Radiographs. JAMA Netw Open. 2 (3), e191095 2019 Mar 1
Development and Validation of Deep Learning-based Automatic Detection Algorithm for Malignant Pulmonary Nodules on Chest Radiographs. Radiology. 290 (1), 218-228 Jan 2019
Development and Validation of a Deep Learning-based Automatic Detection Algorithm for Active Pulmonary Tuberculosis on Chest Radiographs. Clin Infect Dis. 69 (5), 739-747 2019 Aug 16
Deep Learning for Chest Radiograph Diagnosis in the Emergency Department. Radiology. 293 (3), 573-580 Dec 2019
CT-based Deep Learning Model to Differentiate Invasive Pulmonary Adenocarcinomas Appearing as Subsolid Nodules Among Surgical Candidates: Comparison of the Diagnostic Performance With a Size-Based Logistic Model and Radiologists. Eur Radiol. 2020 Feb 13[Online ahead of print]
2017.03.-2020.02. 인공지능 딥러닝 알고리즘을 이용한 폐결절 분류 및 폐암 진단 시스템 개발. 한국연구재단 (미래창조과학부)
2017.11-2019.10.31. 다기관 의료영상 인공지능 연구를 위한 보안 클라우드 플랫폼. 서울시 산학연 협력사업 (서울시)
137

Lee, Sukjae Department of Philosophy

  • Research LabHistory of Early Modern Western Philosophy
  • Research Area (Core AI)
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

136

Kim, Yukoum Department of Physical Education

  • Research LabHealth Behavior & Promotion, Sport Marketing
  • Research Area (Core AI)Learning & Reasoning, Language & Cognition, AI Law & Ethics
  • Research Area (X+AI)Humanities/Social Sciences

PUBLICATIONS

135

황승원 Department of Computer Science and Engineering

  • Research Lab언어 데이터 지능 연구실
  • Research Area (Core AI)Language & Cognition,Data Intelligence
  • Research Area (X+AI)검색, 언어, 지식그래프

134

Jung, Eui-Chul Department of Crafts and Design

  • Research LabHuman-Centered Integrated Design Laboratory
  • Research Area (Core AI)Vision & Perception,Robotics & Action
  • Research Area (X+AI)Medicine

PUBLICATIONS

133

Lee, Ki Won Department of Agriculture Economics and Rural Development

  • Research LabFood-Medicine Genomics
  • Research Area (Core AI)Learning & Reasoning, Language & Cognition, Human-AI Interaction
  • Research Area (X+AI)Bio, Medicine, Food

PUBLICATIONS

인공지능기반 최적파이토슈티컬 도출시스템 및 응용연구실, 기초연구실사업, 과기정통부
아동청소년 비만 예방관리를 위한 BT-IT 융합기반 통합 플랫폼 기술개발, 과기정통부
방송통신 융합기술을 활용한 보육기관 맞춤형 스마트 웰니스 서비스 개발, 과기정통부
132

Chang, Hyeshik Department of Biological Sciences

  • Research LabHigh-Throughput Biology
  • Research Area (Core AI)Data Intelligence
  • Research Area (X+AI)Bio, Medicine

PUBLICATIONS

H. Chang, J. Yeo, J.-g. Kim, H. Kim, J. Lim, M. Lee, H. H. Kim, J. Ohk, H.-Y. Jeon, H. Lee, H. Jung, K.-W. Kim and V. N. Kim (2018) “Terminal Uridylyltransferases Execute Programmed Clearance of Maternal Transcriptome in Vertebrate Embryos” Molecular Cell, 70(1):72-82.e7.
H. Chang, J. Lim, M. Ha, and V. N. Kim (2014) “TAIL-seq: Genome-wide Determination of Poly(A) Tail Length and 3′ End Modifications” Molecular Cell, 53(6):1044-1052.
J. Lim, M. Ha, H. Chang, S. C. Kwon, D. K. Simanshu, D. J. Patel, and V. N. Kim (2014) “Uridylation by TUT4 and TUT7 marks mRNA for degradation” Cell, 159(6):1365-1376.
J. Cho, H. Chang, S. C. Kwon, B. Kim, Y. Kim, J. Choe, M. Ha, Y. K. Kim and V. N. Kim (2012) “LIN28A is a suppressor of ER-associated translation in embryonic stem cells” Cell, 151: 765-777.
J. Lim, D. Kim, Y. Lee, M. Ha, M. Lee, J. Yeo, H. Chang, J. Song, K. Ahn, V. N. Kim (2018) “Mixed tailing by TENT4A and TENT4B shields mRNA from rapid deadenylation” Science, eaam5794.
131

Kook, Woong Department of Mathematical Sciences

  • Research LabCombinatorial Mathematics, Algebraic Topology
  • Research Area (Core AI)Vision & Perception, Data Intelligence
  • Research Area (X+AI)Medicine, Manufacturing

PUBLICATIONS

Simplicial networks and effective resistance (co-author: K. Lee),
Advances in Applied Mathematics, Volume 100 (September 2018) 71-86
Can knowledge be more accessible in a virtual network?: Collective dynamics of knowledge transfer in a virtual knowledge organization network (coauthor: S. Shin),
Decision Support Systems (March 2014),
Combinatorial Green’s function of a graph and applications to networks,
Advances in Applied Mathematics, Volume 46 (Jan. 2011) 417-423
Topological data analysis can extract subgroups with high rates of Type 2 diabetes
(co-authors: H. Kim, C. Yi, Y. Kim, U. Park, B. Oh, H. Kim, T. Park),
International Journal of Data Mining and Bioinformatics 22(1):61-74 (20 April 2019 online)
Harmonic cycles for graphs, (co-author: Y. Kim)   
Linear and Multilinear Algebra (online February 2018)
위상수학적 조합론과 데이터 과학, 과학기술정보통신부, 2018-09-01 ~ 2022-08-31
심장질환판단서비스를 위한 딥러닝 알고리즘의 개발, 정보통신산업진흥원,
2019-09-01 ~ 2019-12-31
130

Yu, Jaejun Department of Physics and Astronomy

  • Research LabMaterials with strong electron correlations
  • Research Area (Core AI)Learning & Reasoning, Data Intelligence
  • Research Area (X+AI)Energy, Physics

PUBLICATIONS

"Passivated co-doping approach to bandgap narrowing of titanium dioxide with enhanced photocatalytic activity”, Applied Catalysis B: Environmental 200, 1 (2017)
"Novel J eff= 1/2 Mott state induced by relativistic spin-orbit coupling in Sr2IrO4”, Physical Review Letters 101, 076402 (2008)
"O(N) LDA+U electronic structure calculation method based on the nonorthogonal pseudoatomic orbital basis”, Physical Review B 73, 045110 (2006)
"Magnetic ordering at the edges of graphitic fragments: Magnetic tail interactions between the edge-localized states”, Physical Review B 72, 174431 (2005)
"Electronically Driven Instabilities and Superconductivity in the Layered La2-xMxCuO4 Perovskites", Physical Review Letters 58, 1035 (1987)
"Center for Strongly Correlated Materials Research (SRC)", 한국연구재단, 1999-2008
129

Son, Seok-Woo Department of Earth and Environmental Sciences

  • Research LabSynoptic weather systems
  • Research Area (Core AI)
  • Research Area (X+AI)

PUBLICATIONS

128

Kwak, Nojun Department of Intelligence and Information

  • Research LabMachine Intelligence & Pattern Recognition Lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Multi-modal Learning
  • Research Area (X+AI)

PUBLICATIONS

Jisoo Jeong, Seungeui Lee, Jeesoo Kim and Nojun Kwak, "Consistency-based Semi-supervised Learning for Object detection", Thirty-third Conference on Neural Information Processing Systems (NeurIPS2019), Vancouver, Canada, Dec. 2019.
Simyung Chang, SeongUk Park, John Yang and Nojun Kwak, "Sym-Parameterized Dynamic Inference for Mixed-Domain Image Translation, International Conference on Computer Vision (ICCV2019), Seoul, Korea, Oct. 2019
Simyung Chang, John Yang, Jaeseok Choi and Nojun Kwak, "Genetic-Gated Networks for Deep Reinforcement Learning", Thirty-second Conference on Neural Information Processing Systems (NeurIPS2018), Montreal, Canada, Dec. 2018.
Jangho Kim, SeoungUK Park and Nojun Kwak, "Paraphrasing Complex Network: Network Compression via Factor Transfer", Thirty-second Conference on Neural Information Processing Systems (NeurIPS2018), Montreal, Canada, Dec. 2018.
Daesik Kim, Youngjoon Yoo, Jeesoo Kim, Sangkuk Lee and Nojun Kwak, "Dynamic Graph Generation Network: Generating Relational Knowledge from Diagrams", The Thirtieth IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2018), Salt Lake City, UT, June 2018.
Thinking Machine: 다중 감각간 관계 지식을 활용한 통합 사고 신경망 연구, 약 18억, 한국연구재단, 2017.11 - 2020.12
127

Kim, Taehyun Department of Computer Science and Engineering

  • Research LabQuantum Information and Quantum Computing Lab
  • Research Area (Core AI)Quantum AI
  • Research Area (X+AI)

PUBLICATIONS

126

Shin, Hyun-Woo Department of Medicine

  • Research LabPharmacology
  • Research Area (Core AI)Learning & Reasoning, Robotics & Action, Human-AI Interaction
  • Research Area (X+AI)Bio, Medicine, Pharma

PUBLICATIONS

125

문태섭 Department of Electrical and Computer Engineering

  • Research LabM.IN.D (Machine INtelligence and Data science) Lab
  • Research Area (Core AI)Learning & Reasoning, Vision & Perception, Data Intelligence, Brain & Mind, AI Law & Ethics
  • Research Area (X+AI)Brain, Bio, Energy

PUBLICATIONS

Re-weighting Based Group Fairness Regularization via Classwise Robust Optimization. Sangwon Jung, Taeeon Park, Sanghyuk Chun, and Taesup Moon. The 11th International Conference on Learning Representations (ICLR), May 2023

Descent Steps of a Relation-Aware Energy Produce Heterogeneous Graph Neural Networks. Hongjoon Ahn, Youngyi Yang, Quan Gan, David Wipf, and Taesup Moon. Neural Information Processing Systems (NeurIPS), December 2022

GRIT-VLP: Grouped Mini-batch Sampling for Efficient Vision and Language Pre-training. Jaeseok Byun, Taebaek Hwang, Jianlong Fu, and Taesup Moon. European Conference on Computer Vision (ECCV), October 2022

Learning Fair Classifiers with Partially Annotated Group Labels. Sangwon Jung, Sanghyuk Chun, and Taesup Moon. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 2022

SSUL: Semantic Segmentation with Unknown Label for Exemplar-based Class-Incremental Learning. Sungmin Cha, Beomyoung Kim, Youngjoon Yoo, and Taesup Moon. Neural Information Processing Systems (NeurIPS), December 2021

SS-IL: Separated Softmax for Incremental Learning. Hongjoon Ahn, Jihwan Kwak, Subin Lim, Hyeonsu Bang, Hyojun Kim, and Taesup Moon. International Conference on Computer Vision (ICCV), October 2021

Fair Feature Distillation for Visual Recognition. Sangwon Jung, Donggyu Lee, Taeeon Park, and Taesup Moon. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 2021

FBI-Denoiser: Fast Blind Image Denoiser for Poisson-Gaussian Noise. Jaeseok Byun, Sungmin Cha, and Taesup Moon. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), June 2021

Continual Learning with Node-Importance based Adaptive Group Sparse Regularization. Sangwon Jung, Hongjoon Ahn, Sungmin Cha, and Taesup Moon. Neural Information Processing Systems (NeurIPS), December 2020

Uncertainty-based continual learning with adaptive regularization. Hongjoon Ahn, Sungmin Cha, Donggyu Lee and Taesup Moon. Proceedings of Neural Information Processing Systems (NeurIPS), December 2019

Fooling neural network interpretations via adversarial model manipulation. Juyeon Heo, Sunghwan Joo, and Taesup Moon. Proceedings of Neural Information Processing Systems (NeurIPS), December 2019
124

Chung, Hyun Hoon Department of Medicine

  • Research LabObstetrics and Gynecology
  • Research Area (Core AI)AI Platform, Human-AI Interaction
  • Research Area (X+AI)Medicine

PUBLICATIONS

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