金群 (Qun JIN) - マイポータル

基本情報

所属: 早稲田大学人間科学学術院教授

学位: 博士(工学)

J-GLOBAL ID: 201101090078647200
researchmap会員ID: B000001259

外部リンク: http://nislab.human.waseda.ac.jp/

金群氏は、早稲田大学人間科学学術院人間情報科学科の教授である。長年にわたり、計算機科学、情報システム学、人間情報学の分野における研究と教育に尽力しており、特にコンバージェント・リサーチ(Convergent Research)を通じて人間を理解し支えることに重点を置いている。近年の研究関心は、行動認知情報学、健康情報学、人工知能(AI)と機械学習、LLM(大規模言語モデル)と生成AI、AIエージェント、ビッグデータ、高信頼データ連携・共有・利活用プラットフォーム、ブロックチェーンとプライバシー保護強化、メタバース、デジタルツイン、サイバー・フィジカル・ソーシャルシステム、および医療健康・教育学習分野への応用などに及んでいる。単行書を数冊執筆・共著し、学術論文誌や国際会議論文集に480編以上の査読付き論文を発表している。また、IEEEの学術論文誌やIEEE/ACMの国際会議から、IEEE Andrew P. Sage Best Transactions Paper AwardやIEEE Transactions on Industrial Informatics Best Paper Awardなど、数多くの最優秀論文賞を受賞している。日本工学アカデミー(EAJ)の外国人フェローとアジア太平洋人工知能協会(AAIA)のフェローである。

研究キーワード

研究分野

主要な経歴

2003年4月 - 現在

早稲田大学, 人間科学学術院人間科学部人間情報科学科, 教授
2018年9月 - 2020年9月

早稲田大学, 人間科学学術院, 副学術院長(国際担当)
2018年9月 - 2020年9月

早稲田大学, 大学院人間科学研究科, 研究科長
2014年9月 - 2016年9月

早稲田大学, 人間科学学術院人間科学部人間情報科学科, 学科主任
1999年4月 - 2003年3月

会津大学, コンピュータ理工学部, 助教授
1995年4月 - 1999年3月

徳島大学, 工学部知能情報工学科, 助教授

もっとみる

主要な受賞

2025年7月

Andrew P. Sage Best Transactions Paper Award 2025 of IEEE Transactions on Computational Social Systems, Hierarchical Federated Learning With Social Context Clustering-Based Participant Selection for Internet of Medical Things Applications, IEEE SMC

X. Zhou, X. Ye, K.I. Wang, W. Liang, N.K.C. Nair, S. Shimizu, Z. Yan, Q. Jin
2025年7月

ACM Best Student Paper Award(IEA/AIE 2025), To Earn Praise or to Avoid Denial: Classification of Approval Desires in SNS Posts Based on Sentiment Analysis with Generative AI, ACM SIGAI

E. Murata, Q. Jin
2024年11月

IEEE Best Student Paper Award(IEEE CyberSciTech 2024), A Two-Stage Depression Recognition Model Based on Improved YOLOv5 and Spatial-Temporal CNN Transformer Network, IEEE

J. Zhao, Q. Jin
2024年8月

Best Paper Award 2024, CCF Transactions on Pervasive Computing and Interaction, Pre-braking behaviors analysis based on Hilbert–Huang transform, China Computer Federation (CCF) and Springer

B. Wu, Y. Zhu, R. Dong, K. Sato, S. Ikuno, S. Nishimura and Q. Jin
2023年

IEEE Transactions on Industrial Informatics Best Paper Award, Intelligent Small Object Detection Based on Digital Twinning for Smart Manufacturing in Industrial CPS, Technical Committee on Industrail Informatics, IEEE Industrial Electronics Society

X. Zhou, X. Xu, W. Liang, Z. Zeng, S. Shimizu, L.T. Yang, Q. Jin
2018年

IEEE Outstanding Leadership Award, General Chair of Fourth IEEE International Conference on Internet of People, IEEE Computational Intelligence Society and IEEE Computer Society
2016年

IEEE Outstanding Leadership Award, General Chair of First IEEE Cyber Science and Technology Congress, IEEE Computer Society
2013年

IEEE Outstanding Service Award, General Co-Chair of International Conference on Awareness Science and Technology and Ubi-Media Computing, IEEE System, Man, and Cybernetics Society
2011年

Best Paper Award, Fourth IEEE International Conferences on Cyber, Physical and Social Computing
2005年

優秀賞(運用実践), ICTを利用した優秀教育実践コンテスト, 教育システム情報学会・日本学術会議

もっとみる

主要な論文

491

CMSA: Addressing semantic discrepancy and context dependency in multimodal sentiment analysis

Jianing Zhao, Ou Deng, Qun Jin

Neurocomputing 2026年7月査読有り最終著者責任著者
Ontology-enhanced subgraph reasoning with prompt learning for inductive knowledge graph completion

Jingchao Wang, Weimin Li, Xinyi Zhang, Qunpeng Hu, Alex Munyole Luvembe, Ruishen Liu, Fangyu Liu, Qun Jin

Expert Systems with Applications 2026年7月査読有り最終著者
Population-dependent agent performance in non-transitive games: a multi-agent rock-paper-scissors benchmark.

Ou Deng, Jianting Xu, Shoji Nishimura, Atsushi Ogihara, Qun Jin

Scientific reports 2026年6月4日最終著者責任著者
Identification and quantification of approval desire in social networking service posts and analysis of their linguistic features

Erina Murata, Kiichi Tago, Qun Jin

ACTA PSYCHOLOGICA 265 2026年5月査読有り最終著者責任著者
Variational GAN-Enhanced Causal Effect Inference for Interpretable Learning in Heterogeneous IoT Systems

Xiaokang Zhou, Wei Liang, Katsutoshi Yada, Laurence T. Yang, Zheng Yan, Kenli Li, Qun Jin

IEEE Transactions on Consumer Electronics 2026年5月査読有り最終著者
LLM-Enhanced Explanatory Signals for Improved API Recommendation in Consumer Electronics Software Development

Huaizhen Kou, Zhenhua Chen, Weiyi Zhong, Jian Xu, Qun Jin, Xiaokang Zhou

IEEE Transactions on Consumer Electronics 2026年査読有り
V-trex: Visual-prompt enhanced detection with attention selection fusion module and random-crop quadruplet loss

Wei Jin, Yuanjie Yu, Ningchuan Li, Shengyu Pan, Lei Zhao, Qun Jin, Jianhai Fu

Knowledge-Based Systems 2026年1月査読有り
MICCAI 2023 STS Challenge: A retrospective study of semi-supervised approaches for teeth segmentation.

Yaqi Wang 0002, Yifan Zhang, Xiaodiao Chen, Shuai Wang 0003, Dahong Qian, Fan Ye, Feng Xu, Hongyuan Zhang 0002, Ruilong Dan, Qianni Zhang …

Pattern Recognit. 170 112049-112049 2026年査読有り最終著者
Hilbert-Huang transform based pupil changes analysis for concentration assessment in skilled mowing.

Bo Wu, Yuan Wu, Ran Dong, Kiminori Sato, Soichiro Ikuno, Shoji Nishimura, Qun Jin

Scientific reports 15(1) 21862-21862 2025年7月1日査読有り最終著者
Intelligent games meeting with multi-agent deep reinforcement learning: a comprehensive review.

Yiqin Wang, Yufeng Wang 0001, Feng Tian, Jianhua Ma 0002, Qun Jin

Artificial Intelligence Review 58(6) 165-165 2025年6月査読有り最終著者
Decentralized Federated Graph Learning With Lightweight Zero Trust Architecture for Next-Generation Networking Security

Xiaokang Zhou, Wei Liang, Kevin I-Kai Wang, Katsutoshi Yada, Laurence T. Yang, Jianhua Ma, Qun Jin

IEEE Journal on Selected Areas in Communications 43(6) 1908-1922 2025年6月査読有り最終著者
Locational False Data Injection Attack Detection in Smart Grid Using Recursive Variational Graph Autoencoder

Yufeng Wang, Ziyan Lu, Jianhua Ma, Qun Jin

IEEE Internet of Things Journal 12(10) 13697-13708 2025年5月15日査読有り最終著者
Information Theoretic Learning-Enhanced Dual-Generative Adversarial Networks With Causal Representation for Robust OOD Generalization

Xiaokang Zhou, Xuzhe Zheng, Tian Shu, Wei Liang, Kevin I-Kai Wang, Lianyong Qi, Shohei Shimizu, Qun Jin

IEEE Transactions on Neural Networks and Learning Systems 36(2) 2066-2079 2025年2月査読有り最終著者
STCA-LLM: Spatial-Temporal Cross-Attention Large Language Model for Wind Speed Forecasting

IEEE Internet of Things Journal 1-1 2025年査読有り最終著者
MFFTD: A Multiscale Feature Fusion Transformer Detector for Electricity Theft Based on Semi-Supervised Learning

Yufeng Wang, Zhijie Wu, Jianhua Ma, Qun Jin

IEEE Transactions on Instrumentation and Measurement 74 1-10 2025年査読有り最終著者
Adaptive Weighting via Federated Evaluation Mechanism for Domain Adaptation with Edge Devices

Rui Zhao, Xiao Yang, Peng Zhi, Rui Zhou, Qingguo Zhou, Qun Jin

ACM Transactions on Sensor Networks 2024年7月25日査読有り最終著者
Personalized Federated Learning with Model-Contrastive Learning for Multi-Modal User Modeling in Human-Centric Metaverse

Xiaokang Zhou, Qiuyue Yang, Xuzhe Zheng, Wei Liang, Kevin I.Kai Wang, Jianhua Ma, Yi Pan, Qun Jin

IEEE Journal on Selected Areas in Communications 42(4) 817-831 2024年4月1日査読有り最終著者
Group Behavior Prediction and Evolution in Social Networks

Jingchao Wang, Xinyi Zhang, Weimin Li, Xiao Yu, Fangfang Liu, Qun Jin

IEEE Intelligent Systems 39(2) 62-65 2024年3月査読有り最終著者
Reconstructed Graph Neural Network With Knowledge Distillation for Lightweight Anomaly Detection

Xiaokang Zhou, Jiayi Wu, Wei Liang, Kevin I-Kai Wang, Zheng Yan, Laurence T. Yang, Qun Jin

IEEE Transactions on Neural Networks and Learning Systems 35(9) 11817-11828 2024年査読有り最終著者
LASGRec: A Personalized Recommender Based on Learnable Attribute Sampling and Graph Neural Network

Yufeng Wang, Xun Huang, Jianhua Ma, Qun Jin

IEEE Transactions on Computational Social Systems 2024年査読有り最終著者
HGCR: A Heterogeneous Graph-Enhanced Interactive Course Recommendation Scheme for Online Learning

Yufeng Wang, Dehua Ma, Jianhua Ma, Qun Jin

IEEE Transactions on Learning Technologies 2024年査読有り最終著者
TE-TFN: A Text-enhanced Transformer Fusion Network for Multimodal Knowledge Graph Completion

Jingchao Wang, Xiao Liu, Weimin Li, Fangfang Liu, Xing Wu, Qun Jin

IEEE Intelligent Systems 39(3) 54-62 2024年査読有り最終著者
Guest Editorial: Special Issue on Responsible AI in Social Computing

Qinghua Lu, Weishan Zhang, Zhen Wang, Qun Jin, Vincenzo Piuri

IEEE Transactions on Computational Social Systems 2023年12月招待有り
Hierarchical Federated Learning With Social Context Clustering-Based Participant Selection for Internet of Medical Things Applications.

Xiaokang Zhou, Xiaozhou Ye, Kevin I-Kai Wang, Wei Liang 0006, Nirmal-Kumar C. Nair, Shohei Shimizu, Zheng Yan 0002, Qun Jin

IEEE Transactions on Computational Social Systems 10(4) 1742-1751 2023年8月査読有り最終著者
CDNet: Contrastive Disentangled Network for Fine-Grained Image Categorization of Ocular B-Scan Ultrasound.

Ruilong Dan, Yunxiang Li, Yijie Wang, Xiaodiao Chen, Gangyong Jia, Shuai Wang 0003, Ruiquan Ge, Guiping Qian, Qun Jin, Juan Ye …

IEEE Journal of Biomedical and Health Informatics 27(7) 3525-3536 2023年7月査読有り
Bi-Dueling DQN Enhanced Two-Stage Scheduling for Augmented Surveillance in Smart EMS.

Wei Liang 0006, Weiquan Xie, Xiaokang Zhou, Kevin I-Kai Wang, Jianhua Ma, Qun Jin

IEEE Transactions on Industrial Informatics 19(7) 8218-8228 2023年7月査読有り最終著者
Intelligent Containment Control With Double Constraints for Cloud-Based Collaborative Manufacturing.

Xiaokang Zhou, Hailiang Hou, Wei Liang 0006, Kevin I-Kai Wang, Qun Jin

IEEE Transactions on Industrial Informatics 19(6) 7541-7551 2023年6月査読有り最終著者
Decentralized P2P Federated Learning for Privacy-Preserving and Resilient Mobile Robotic Systems.

Xiaokang Zhou, Wei Liang 0006, Kevin I-Kai Wang, Zheng Yan 0002, Laurence T. Yang, Wei Wei 0006, Jianhua Ma, Qun Jin

IEEE Wireless Communications 30(2) 82-89 2023年4月査読有り最終著者
Edge-Enabled Two-Stage Scheduling Based on Deep Reinforcement Learning for Internet of Everything.

Xiaokang Zhou, Wei Liang 0006, Ke Yan 0001, Weimin Li, Kevin I-Kai Wang, Jianhua Ma, Qun Jin

IEEE Internet of Things Journal 10(4) 3295-3304 2023年2月査読有り最終著者
An Efficient Smart Contract Vulnerability Detector Based on Semantic Contract Graphs Using Approximate Graph Matching

Yingli Zhang, Jiali Ma, Xin Liu, Guodong Ye, Qun Jin, Jianhua Ma, Qingguo Zhou

IEEE Internet of Things Journal 2023年査読有り
Distribution Bias Aware Collaborative Generative Adversarial Network for Imbalanced Deep Learning in Industrial IoT.

Xiaokang Zhou, Yiyong Hu, Jiayi Wu, Wei Liang 0006, Jianhua Ma, Qun Jin

IEEE Transactions on Industrial Informatics 19(1) 570-580 2023年査読有り最終著者
A Self-Supervised Learning Based Framework for Eyelid Malignant Melanoma Diagnosis in Whole Slide Images

Zijing Jiang, Linyan Wang, Yaqi Wang, Gangyong Jia, Guodong Zeng, Jun Wang, Yunxiang Li, Dechao Chen, Guiping Qian, Qun Jin

IEEE/ACM Transactions on Computational Biology and Bioinformatics 21(4) 701-714 2022年査読有り最終著者
PSARE: A RL-Based Online Participant Selection Scheme Incorporating Area Coverage Ratio and Degree in Mobile Crowdsensing.

Ying Xu, Yufeng Wang 0001, Jianhua Ma, Qun Jin

IEEE Transactions on Vehicular Technology 71(10) 10923-10933 2022年査読有り最終著者
Earning While Learning: An Adversarial Multi-Armed Bandit Based Real-Time Bidding Scheme in Deregulated Electricity Market.

Yufeng Wang 0001, Bo Zhang 0034, Jianhua Ma, Qun Jin

IEEE Transactions on Network Science and Engineering 9(6) 3991-4000 2022年査読有り最終著者
AGMB-Transformer: Anatomy-Guided Multi-Branch Transformer Network for Automated Evaluation of Root Canal Therapy.

Yunxiang Li, Guodong Zeng, Yifan Zhang, Jun Wang, Qun Jin, Lingling Sun, Qianni Zhang, Qisi Lian, Guiping Qian, Neng Xia …

IEEE Journal of Biomedical and Health Informatics 26(4) 1684-1695 2022年査読有り
Intelligent Small Object Detection for Digital Twin in Smart Manufacturing With Industrial Cyber-Physical Systems.

Xiaokang Zhou, Xuesong Xu, Wei Liang, Zhi Zeng, Shohei Shimizu, Laurence T. Yang, Qun Jin

IEEE Transactions on Industrial Informatics 18(2) 1377-1386 2022年査読有り最終著者
Siamese Neural Network Based Few-Shot Learning for Anomaly Detection in Industrial Cyber-Physical Systems

Xiaokang Zhou, Wei Liang, Shohei Shimizu, Jianhua Ma, Qun Jin

IEEE Transactions on Industrial Informatics 17(8) 5790-5798 2021年8月査読有り最終著者
Variational LSTM Enhanced Anomaly Detection for Industrial Big Data

Xiaokang Zhou, Yiyong Hu, Wei Liang, Jianhua Ma, Qun Jin

IEEE Transactions on Industrial Informatics 17(5) 3469-3477 2021年5月査読有り最終著者
Enhanced Diagnosis of Pneumothorax with an Improved Real-Time Augmentation for Imbalanced Chest X-rays Data Based on DCNN

Yaqi Wang, Lingling Sun, Qun Jin

IEEE/ACM Transactions on Computational Biology and Bioinformatics 18(3) 951-962 2021年5月1日査読有り最終著者
CCFS: A Confidence-Based Cost-Effective Feature Selection Scheme for Healthcare Data Classification

Yiyuan Chen, Yufeng Wang, Liang Cao, Qun Jin

IEEE/ACM Transactions on Computational Biology and Bioinformatics 18(3) 902-911 2021年5月1日査読有り最終著者
Guest Editorial: Special Issue on Hybrid Human-Artificial Intelligence for Social Computing.

Weishan Zhang, Huansheng Ning, Lu Liu 0001, Qun Jin, Vincenzo Piuri

IEEE Transactions on Computational Social Systems 8(1) 118-121 2021年招待有り
Guest Editorial: Machine Learning for AI-Enhanced Healthcare and Medical Services: New Development and Promising Solution.

Ke Yan 0001, Zhiwei Ji, Qun Jin, Qing-Guo Wang

IEEE/ACM Transactions on Computational Biology and Bioinformatics 18(3) 850-851 2021年招待有り
Multiscale Attention Guided Network for COVID-19 Diagnosis Using Chest X-ray Images

Jingxiong Li, Yaqi Wang, Shuai Wang, Jun Wang, Jun Liu, Qun Jin, Lingling Sun

IEEE Journal of Biomedical and Health Informatics 25(5) 1336-1346 2021年査読有り
Research and Implementation of Chinese Couplet Generation System With Attention Based Transformer Mechanism

Yufeng Wang, Jiang Zhang, Bo Zhang, Qun Jin

IEEE Transactions on Computational Social Systems 9(4) 1-9 2021年査読有り最終著者
Intelligent Small Object Detection Based on Digital Twinning for Smart Manufacturing in Industrial CPS

Xiaokang Zhou, Xuesong Xu, Wei Liang, Zhi Zeng, Shohei Shimizu, Laurence T. Yang, Qun Jin

IEEE Transactions on Industrial Informatics 1-1 2021年査読有り最終著者
KFRNN: An Effective False Data Injection Attack Detection in Smart Grid Based on Kalman Filter and Recurrent Neural Network

Yufeng Wang, Zhihao Zhang, Jianhua Ma, Qun Jin

IEEE Internet of Things Journal 9(9) 1-1 2021年査読有り最終著者
Academic Influence Aware and Multidimensional Network Analysis for Research Collaboration Navigation Based on Scholarly Big Data

Xiaokang Zhou, Wei Liang, Kevin I-Kai Wang, Runhe Huang, Qun Jin

IEEE Transactions on Emerging Topics in Computing 9(1) 246-257 2021年1月1日査読有り最終著者責任著者
Guest Editorial: AI and Machine Learning Solution Cyber Intelligence Technologies: New Methodologies and Applications

Ke Yan, Lu Liu, Yong Xiang, Qun Jin

IEEE Transactions on Industrial Informatics 16(10) 6626-6631 2020年10月招待有り最終著者
An Intelligent Dynamic Offloading From Cloud to Edge for Smart IoT Systems With Big Data

Tian Wang, Yuzhu Liang, Yilin Zhang, Xi Zheng, Muhammad Arif, Jin Wang, Qun Jin

IEEE Transactions on Network Science and Engineering 7(4) 2598-2607 2020年10月1日査読有り最終著者責任著者
BciNet: A Biased Contest-Based Crowdsourcing Incentive Mechanism Through Exploiting Social Networks

Yufeng Wang, Wei Dai, Qun Jin, Jianhua Ma

IEEE Transactions on Systems, Man, and Cybernetics: Systems 50(8) 2926-2937 2020年8月査読有り