Qun Jin 研究室

主宰者：Qun Jin

早稲田大学

AI 要約（直近 5 年の研究成果）

Jin研究室は、データ科学と人工知能の手法を用いて、実社会における複雑な問題の解決に取り組んでいます。主な研究テーマは、大規模データから因果関係を発見し、個人ごとの特性に応じた予測や意思決定を実現することです。健康管理では、ウェアラブルデバイスから得られたデータを分析して、生活習慣と健康状態の関係を明らかにする研究を行っています。また、医療画像解析や医療機器による分類問題にも対応し、患者の予後予測や疾患診断の精度向上に貢献しています。技術的には、機械学習モデルと大規模言語モデルの組み合わせを活用しているのが特徴です。時系列データから隠れた因果構造を抽出したり、複数の情報源（テキスト・画像・音声など）を統合して分析したりするなど、多様なデータ形式に対応しています。さらに、ノイズを含む現実のデータにも対応できる頑健な手法開発を重視しており、不完全なラベルや欠損値がある条件下での学習方法についても研究を進めています。これらの研究を通じて、単なる予測精度の向上だけでなく、「なぜそのような予測になったのか」という解釈可能性を重視しています。スマートグリッド監視、風速予測、睡眠品質の推定など、様々な応用領域で実用的なシステムの構築を目指しており、実社会のデータ駆動型課題解決に直結する成果を生み出しています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

外部リンク

研究成果（100 件）

[2026] Statistical-Neural Interaction Networks for Interpretable Mixed-Type Data Imputation
[2026] LLM-Enhanced Explanatory Signals for Improved API Recommendation in Consumer Electronics Software Development
DOI: https://doi.org/10.1109/tce.2026.3663581
[2026] S-PFEL: Secured Prototypical Personalized Federated Edge Learning for Consumer Electronics
DOI: https://doi.org/10.1109/tce.2026.3702941
[2026] Multiple targets tracking with unmanned aerial vehicle swarm based on multi-agent deep reinforcement learning framework with safety network
DOI: https://doi.org/10.1016/j.engappai.2026.115370
[2026] Population-dependent agent performance in non-transitive games: a multi-agent rock–paper–scissors benchmark
DOI: https://doi.org/10.1038/s41598-026-55417-9
[2026] An automatic photovoltaic cell anomaly detection framework based on adversarial reconstruction of deep multi-scale feature
DOI: https://doi.org/10.1016/j.seta.2026.105104
[2026] A hybrid CNN–Mamba state space model with pyramid-pooled skip connections for prostate tumor segmentation
DOI: https://doi.org/10.1016/j.eswa.2026.132854
[2026] A global-to-local state space model with context-mixing dynamic kernels for medical image classification
DOI: https://doi.org/10.1016/j.eswa.2026.132515
[2026] CMSA: Addressing semantic discrepancy and context dependency in multimodal sentiment analysis
DOI: https://doi.org/10.1016/j.neucom.2026.133622
[2026] Human Papillomavirus Vaccine–Related Discourse on Seven Social Media: A Scoping Review of Communication Content, Information Sources, and Analytical Approaches (Preprint)
DOI: https://doi.org/10.2196/preprints.92040

続きを表示（残り 90 件）

[2025] FVM-UNet: FFT-enhanced VM-UNet for Medical Image Segmentation
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00010
[2025] MedViMamba: A Hybrid State Space and Convolutional Network for Multi-Modal MRI-Based IDH Mutation Status Classification in Gliomas
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00076
[2025] Guidance, Efficiency, Foresight: A Tri-Pillar Architectural Blueprint for Large Language Models in Healthcare
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00103
[2025] Exploratory Research on the Potential of Human–AI Interaction for Mental Health: Building and Verifying an Experimental Environment Based on ChatGPT and Metaverse
DOI: https://doi.org/10.3390/app152011209
[2025] MICCAI 2023 STS Challenge: A retrospective study of semi-supervised approaches for teeth segmentation
DOI: https://doi.org/10.1016/j.patcog.2025.112049
[2025] Hilbert–Huang transform based pupil changes analysis for concentration assessment in skilled mowing
DOI: https://doi.org/10.1038/s41598-025-08203-y
[2025] Decentralized Federated Graph Learning With Lightweight Zero Trust Architecture for Next-Generation Networking Security
DOI: https://doi.org/10.1109/jsac.2025.3560012
[2025] Research on predicting the sleep status of orthopedic pain patients based on machine learning
DOI: https://doi.org/10.1016/j.ctmp.2025.200201
[2025] Meta-Data-Guided Robust Deep Neural Network Classification with Noisy Label
DOI: https://doi.org/10.3390/app15042080
[2025] Exploratory and Interpretable Approach to Estimating Latent Health Risk Factors Without Using Domain Knowledge
DOI: https://doi.org/10.26599/bdma.2024.9020081
[2025] Locational False Data Injection Attack Detection in Smart Grid Using Recursive Variational Graph Autoencoder
DOI: https://doi.org/10.1109/jiot.2025.3526672
[2025] MFFTD: A Multiscale Feature Fusion Transformer Detector for Electricity Theft Based on Semi-Supervised Learning
DOI: https://doi.org/10.1109/tim.2025.3552857
[2025] MARCS: A Mobile Crowdsensing Framework Based on Data Shapley Value Enabled Multi-Agent Deep Reinforcement Learning
DOI: https://doi.org/10.32604/cmc.2025.059880
[2025] STCA-LLM: Spatial-Temporal Cross-Attention Large Language Model for Wind Speed Forecasting
DOI: https://doi.org/10.1109/jiot.2025.3599836
[2025] Ego-centric multiple-correlation and temporal graph neural networks based residential load forecasting
DOI: https://doi.org/10.1016/j.engappai.2025.111933
[2025] MTRC: A self-supervised network intrusion detection framework based on multiple Transformers enabled data reconstruction with contrastive learning
DOI: https://doi.org/10.1016/j.jnca.2025.104300
[2025] A personalized recommendation framework through exploiting jump-enhanced random walk based multiple heterogeneous graph neural networks
DOI: https://doi.org/10.1007/s10489-025-06938-9
[2025] V-trex: Visual-prompt enhanced detection with attention selection fusion module and random-crop quadruplet loss
DOI: https://doi.org/10.1016/j.knosys.2025.114758
[2025] Gut microbiota-based biomarkers for precision subtype classification and mechanistic understanding of biliary and hyperlipidemic acute pancreatitis
DOI: https://doi.org/10.3389/fmicb.2025.1695811
[2025] A Two-Stage Discovery-and-Validation Framework for Robust Causal Inference of Multivariate Health Data
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00079
[2025] TD-RAG: Time-aware Dynamic-window Retrieval-Augmented Generation for Risk Early Warning
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00014
[2025] Causal Analysis of Health and Behaviors for Personalized Healthcare
DOI: https://doi.org/10.1109/cyberscitech68397.2025.00077
[2024] A Two-Stage Depression Recognition Model Based on Improved YOLOv5 and Spatial-Temporal CNN-Transformer Network
DOI: https://doi.org/10.1109/cyberscitech64112.2024.00058
[2024] ConeE: Global and local context-enhanced embedding for inductive knowledge graph completion
DOI: https://doi.org/10.1016/j.eswa.2023.123116
[2024] Financial risk assessment of imbalanced data based on nonlinear causal time-series network
DOI: https://doi.org/10.1016/j.ipm.2024.104025
[2024] TF-MVGNN: an accurate traffic forecasting framework based on spatial–temporal graph neural network through exploiting multiple-view graph construction and learning
DOI: https://doi.org/10.1007/s00521-024-10508-4
[2024] Analyzing Lifestyle and Behavior with Causal Discovery in Health Data from Wearable Devices and Self-Assessments
DOI: https://doi.org/10.1109/healthcom60970.2024.10880758
[2024] Multiple feature selection based on an optimization strategy for causal analysis of health data
DOI: https://doi.org/10.1007/s13755-024-00312-8
[2024] Assessing ChatG PT -Generated Comments for Video Content Viewing in Online Learning
DOI: https://doi.org/10.1109/cyberscitech64112.2024.00044
[2024] Challenges and Emerging Issues for Generative AI and Hyper Intelligence
DOI: https://doi.org/10.1109/cyberscitech64112.2024.00048
[2024] Content Analysis of Human Papilloma Virus Vaccine-Related Videos on YouTube in Japan
DOI: https://doi.org/10.1080/15398285.2024.2416462
[2024] Exploring multi-granularity contextual semantics for fully inductive knowledge graph completion
DOI: https://doi.org/10.1016/j.eswa.2024.125407
[2024] Species-specific model based on sequence and structural information for ubiquitination sites prediction
DOI: https://doi.org/10.1016/j.jmb.2024.168781
[2024] Adaptive Weighting via Federated Evaluation Mechanism for Domain Adaptation with Edge Devices
DOI: https://doi.org/10.1145/3669903
[2024] A wind speed forecasting framework for multiple turbines based on adaptive gate mechanism enhanced multi-graph attention networks
DOI: https://doi.org/10.1016/j.apenergy.2024.123777
[2024] ECPAS: A Blockchain-based E-Commerce Price Auditing System
DOI: https://doi.org/10.1109/icc51166.2024.10622720
[2024] Decoupling representation contrastive learning for carbon emission prediction and analysis based on time series
DOI: https://doi.org/10.1016/j.apenergy.2024.123368
[2024] LFAS: An electricity load forecasting framework assisted by cooperative multi-task learning-based spike occurrence prediction
DOI: https://doi.org/10.1109/cscwd61410.2024.10579990
[2024] Reconstructed Graph Neural Network With Knowledge Distillation for Lightweight Anomaly Detection
DOI: https://doi.org/10.1109/tnnls.2024.3389714
[2024] Blinding and blurring the multi-object tracker with adversarial perturbations
DOI: https://doi.org/10.1016/j.neunet.2024.106331
[2024] A Text-Enhanced Transformer Fusion Network for Multimodal Knowledge Graph Completion
DOI: https://doi.org/10.1109/mis.2024.3378921
[2024] Group Behavior Prediction and Evolution in Social Networks
DOI: https://doi.org/10.1109/mis.2024.3366668
[2024] Heterogeneous network influence maximization algorithm based on multi-scale propagation strength and repulsive force of propagation field
DOI: https://doi.org/10.1016/j.knosys.2024.111580
[2024] Personalized Federated Learning With Model-Contrastive Learning for Multi-Modal User Modeling in Human-Centric Metaverse
DOI: https://doi.org/10.1109/jsac.2023.3345431
[2024] Design of TAM-based framework for credibility and trend analysis in sharing economy: Behavioral intention and user experience on Airbnb as an instance
DOI: https://doi.org/10.2298/csis230323010w
[2023] HGCR: A Heterogeneous Graph-Enhanced Interactive Course Recommendation Scheme for Online Learning
DOI: https://doi.org/10.1109/tlt.2023.3314399
[2023] A locational false data injection attack detection method in smart grid based on adversarial variational autoencoders
DOI: https://doi.org/10.1016/j.asoc.2023.111169
[2023] Message from the SmartCity 2023 Chairs
DOI: https://doi.org/10.1109/hpcc-dss-smartcity-dependsys60770.2023.00007
[2023] Spatial–Temporal Federated Transfer Learning with multi-sensor data fusion for cooperative positioning
DOI: https://doi.org/10.1016/j.inffus.2023.102182
[2023] Information Theoretic Learning-Enhanced Dual-Generative Adversarial Networks With Causal Representation for Robust OOD Generalization
DOI: https://doi.org/10.1109/tnnls.2023.3330864
[2023] Determining Important Features in Multidimensional Health Data for Individualized Precision Healthcare
DOI: https://doi.org/10.1109/dasc/picom/cbdcom/cy59711.2023.10361323
[2023] Preface of special issue on heterogeneous information network embedding and applications
DOI: https://doi.org/10.1016/j.future.2023.10.019
[2023] Influence maximization algorithm based on group trust and local topology structure
DOI: https://doi.org/10.1016/j.neucom.2023.126936
[2023] AffinityVAE: A multi-objective model for protein-ligand affinity prediction and drug design
DOI: https://doi.org/10.1016/j.compbiolchem.2023.107971
[2023] LASGRec: A Personalized Recommender Based on Learnable Attribute Sampling and Graph Neural Network
DOI: https://doi.org/10.1109/tcss.2023.3311433
[2023] Enabling inductive knowledge graph completion via structure-aware attention network
DOI: https://doi.org/10.1007/s10489-023-04768-1
[2023] Hic-KGQA: Improving multi-hop question answering over knowledge graph via hypergraph and inference chain
DOI: https://doi.org/10.1016/j.knosys.2023.110810
[2023] A short-term residential load forecasting scheme based on the multiple correlation-temporal graph neural networks
DOI: https://doi.org/10.1016/j.asoc.2023.110629
[2023] An Efficient Smart Contract Vulnerability Detector Based on Semantic Contract Graphs Using Approximate Graph Matching
DOI: https://doi.org/10.1109/jiot.2023.3294496
[2023] GOMPS: Global Attention-based Ophthalmic Image Measurement and Postoperative Appearance Prediction System
DOI: https://doi.org/10.1016/j.eswa.2023.120812
[2023] Dynamic Multi-view Group Preference Learning for group behavior prediction in social networks
DOI: https://doi.org/10.1016/j.eswa.2023.120553
[2023] CDNet: Contrastive Disentangled Network for Fine-Grained Image Categorization of Ocular B-Scan Ultrasound
DOI: https://doi.org/10.1109/jbhi.2023.3271696
[2023] Coevolution modeling of group behavior and opinion based on public opinion perception
DOI: https://doi.org/10.1016/j.knosys.2023.110547
[2023] Hierarchical Federated Learning With Social Context Clustering-Based Participant Selection for Internet of Medical Things Applications
DOI: https://doi.org/10.1109/tcss.2023.3259431
[2023] Decentralized P2P Federated Learning for Privacy-Preserving and Resilient Mobile Robotic Systems
DOI: https://doi.org/10.1109/mwc.004.2200381
[2023] Rumor source localization in social networks based on infection potential energy
DOI: https://doi.org/10.1016/j.ins.2023.03.098
[2023] Behavioral Analysis of Mowing Workers Based on Hilbert–Huang Transform: An Auxiliary Movement Analysis of Manual Mowing on the Slopes of Terraced Rice Fields
DOI: https://doi.org/10.3390/agriculture13020489
[2023] SGNR: A Social Graph Neural Network Based Interactive Recommendation Scheme for E-Commerce
DOI: https://doi.org/10.26599/tst.2022.9010050
[2022] Analysis on the Subdivision of Skilled Mowing Movements on Slopes
DOI: https://doi.org/10.3390/s22041372
[2022] Pre-braking behaviors analysis based on Hilbert–Huang transform
DOI: https://doi.org/10.1007/s42486-022-00123-4
[2022] Bi-Dueling DQN Enhanced Two-Stage Scheduling for Augmented Surveillance in Smart EMS
DOI: https://doi.org/10.1109/tii.2022.3216295
[2022] LDP‐Fed+: A robust and privacy‐preserving federated learning based classification framework enabled by local differential privacy
DOI: https://doi.org/10.1002/cpe.7429
[2022] Intelligent Containment Control With Double Constraints for Cloud-Based Collaborative Manufacturing
DOI: https://doi.org/10.1109/tii.2022.3211878
[2022] Pre-Braking Behaviors Analysis Based on Hilbert-Huang Transform: Effect of Driving Experience, Gender, and Physique on Decomposed Motion
DOI: https://doi.org/10.2139/ssrn.4040530
[2022] Effectiveness, Policy, and User Acceptance of COVID-19 Contact-Tracing Apps in the Post–COVID-19 Pandemic Era: Experience and Comparative Study
DOI: https://doi.org/10.2196/40233
[2022] A Self-Supervised Learning Based Framework for Eyelid Malignant Melanoma Diagnosis in Whole Slide Images
DOI: https://doi.org/10.1109/tcbb.2022.3207352
[2022] i-Comments: On-screen Individualized Comments for Online Learning Support
DOI: https://doi.org/10.1109/dasc/picom/cbdcom/cy55231.2022.9927911
[2022] Pre-Braking Behaviors Analysis Based on Hilbert-Huang Transform: Effect of Driving Experience, Gender, and Physique on Decomposed Motion
DOI: https://doi.org/10.2139/ssrn.4041813
[2022] Design of a Vision Blind Spot Detection System Based on Depth Camera
DOI: https://doi.org/10.1109/dasc/picom/cbdcom/cy55231.2022.9927963
[2022] MARV: Multi-task learning and Attention based Rumor Verification scheme for Social Media
DOI: https://doi.org/10.1109/iccc55456.2022.9880848
[2022] F‐SWIR: Rumor Fick‐spreading model considering fusion information decay in social networks
DOI: https://doi.org/10.1002/cpe.7166
[2022] QAPP: A quality-aware and privacy-preserving medical image release scheme
DOI: https://doi.org/10.1016/j.inffus.2022.07.011
[2022] An effective model-free Gaussian Process based online social media recommendation
DOI: https://doi.org/10.1109/ithings-greencom-cpscom-smartdata-cybermatics55523.2022.00085
[2022] ADCB: Adaptive Dynamic Clustering of Bandits for Online Recommendation System
DOI: https://doi.org/10.1007/s11063-022-10931-5
[2022] Earning While Learning: An Adversarial Multi-Armed Bandit Based Real-Time Bidding Scheme in Deregulated Electricity Market
DOI: https://doi.org/10.1109/tnse.2022.3185060
[2022] PSARE: A RL-Based Online Participant Selection Scheme Incorporating Area Coverage Ratio and Degree in Mobile Crowdsensing
DOI: https://doi.org/10.1109/tvt.2022.3183607
[2022] Measurement and verification of cognitive load in multimedia presentation using an eye tracker
DOI: https://doi.org/10.1007/s11042-022-13294-0
[2022] Modeling social network behavior spread based on group cohesion under uncertain environment
DOI: https://doi.org/10.1002/cpe.7101
[2022] Edge-Enabled Two-Stage Scheduling Based on Deep Reinforcement Learning for Internet of Everything
DOI: https://doi.org/10.1109/jiot.2022.3179231
[2022] Distribution Bias Aware Collaborative Generative Adversarial Network for Imbalanced Deep Learning in Industrial IoT
DOI: https://doi.org/10.1109/tii.2022.3170149

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AI 要約（直近 5 年の研究成果）

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研究成果（100 件）

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