Zhe Sun 研究室

主宰者：Zhe Sun

順天堂大学

AI 要約（直近 5 年の研究成果）

Zhe Sun研究室は、時系列信号処理と脳・生体信号解析を中心に、多様な工学応用に取り組んでいます。時系列データの非定常性に対処するため、周波数領域と時間領域の情報を統合した信号分解・予測手法を開発しています。また、脳波（EEG）や脳機能画像（fMRI）などの神経生理信号から、認知機能や運動意図を高精度で推定する技術を構築しており、特に軽度認知障害の早期診断や脳コンピュータインタフェース（BCI）の実現を目指しています。さらに、マルチモーダル学習の課題に取り組んでいるのが特徴です。異なるモダリティ（音声・画像など）の不均衡な学習や、ラベルノイズの影響を軽減する方法論を提案し、画像検索や感情認識などの実際の応用に適用しています。これらの研究では、深層学習やグラフニューラルネットワークなどの機械学習手法を活用し、複雑なデータから有用な情報を抽出する技術の開発を進めています。加えて、エネルギーシステムや医療応用にも目を向けており、風力発電システムの安定性向上や動画圧縮技術、腸内細菌と認知機能の関連性など、工学と生命科学の境界領域の課題解決に取り組んでいます。

※ 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。

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研究成果（81 件）

[2026] Fall Risk Classification in Older Adults Using Wearable IMU Data: A Comparative Study of Validation Strategies and Model Complexity
DOI: https://doi.org/10.5220/0014703700004070
[2026] An Exploratory Study on SVM-Based Fall-Risk Classification Using Hybrid IMU-Derived and Clinical Features
DOI: https://doi.org/10.5220/0014672900004070
[2026] Density-Based Adaptive Mode Decomposition
DOI: https://doi.org/10.1109/tsp.2026.3675233
[2025] Consistent Video Compression using H.266/VVC based on Spatio-Temporal Color Gradients
DOI: https://doi.org/10.1109/candarw68385.2025.00064
[2025] Geometric Gradient Divergence Modulation for Imbalanced Multimodal Learning
DOI: https://doi.org/10.1145/3746027.3755139
[2025] A robust denoising diffusion framework for completing missing regions of multiple biomedical signals
DOI: https://doi.org/10.1016/j.bspc.2025.108788
[2025] Adaptive knowledge selection in dialogue systems: Accommodating diverse knowledge types, requirements, and generation models
DOI: https://doi.org/10.1016/j.neunet.2025.108133
[2025] Non-contact transfer printing through buckled kirigami structures
DOI: https://doi.org/10.1140/epjs/s11734-025-01894-4
[2025] Social Optimum Assisted Gradient Modulation for Imbalanced Multimodal Learning
DOI: https://doi.org/10.1109/icme59968.2025.11210066
[2025] TWRNet: Adaptive Multi-Res Wavelet Filtering for Enhanced Time Series Forecasting
DOI: https://doi.org/10.1109/swc65939.2025.00243

続きを表示（残り 71 件）

[2025] Analyzing Cognitive Patterns in Gifted Children Using MRI and Morphometric Similarity Networks
DOI: https://doi.org/10.5220/0013169200003911
[2025] Development of readout electronics for a high-speed event-driven neutron imaging detector based on Timepix4
DOI: https://doi.org/10.1088/1748-0221/20/02/c02031
[2025] Data-Driven Oscillation Mode Prediction Based Resonance Mitigation Scheme for Wind Turbine Generators Connected Power System
DOI: https://doi.org/10.1109/tia.2025.3571367
[2025] HSBNN: A High-Scalable Bayesian Neural Networks Accelerator Based on Field Programmable Gate Arrays (FPGA)
DOI: https://doi.org/10.1007/s12559-025-10455-9
[2025] Heterogeneous Graph Embedding for Multimodal Multi-Label Emotion Recognition
DOI: https://doi.org/10.1145/3731715.3733353
[2025] So Far Yet So Near: Time Series Data Augmentation with Exploring non-Semantic Boundaries based on Reinforcement Learning
DOI: https://doi.org/10.1109/icassp49660.2025.10889129
[2025] Study on the Impact of Service Quality of Korean-Chinese M-learning Apps on Emotional Responses and Continued Use Intention
DOI: https://doi.org/10.5392/jkca.2025.25.04.265
[2025] Essentia: Boosting Artifact Removal from EEG through Semantic Guidance Utilizing Diffusion Model
DOI: https://doi.org/10.1109/icassp49660.2025.10887905
[2025] Multi-source self-guided domain adaptation framework for EEG-based emotion recognition
DOI: https://doi.org/10.1007/s11517-025-03479-8
[2024] Air Traffic Controller Workload Detection Based on EEG Signals
DOI: https://doi.org/10.3390/s24165301
[2024] Optimizing graph neural network architectures for schizophrenia spectrum disorder prediction using evolutionary algorithms
DOI: https://doi.org/10.1016/j.cmpb.2024.108419
[2024] Resisting Noise in Pseudo Labels: Audible Video Event Parsing With Evidential Learning
DOI: https://doi.org/10.1109/tnnls.2024.3505674
[2024] A Worm-like Soft Robot Based on Adhesion-Controlled Electrohydraulic Actuators
DOI: https://doi.org/10.3390/biomimetics9120776
[2024] A gut-brain connection: probiotics L9 and A6 offer new insights into Alzheimer’s disease prevention
DOI: https://doi.org/10.26599/fshw.2024.9250340
[2024] Exploring Tensor Completion for Missing Data Estimation in Wind Farms
DOI: https://doi.org/10.1109/lsens.2024.3488560
[2024] AnoOnly: Semi-supervised anomaly detection with the only loss on anomalies
DOI: https://doi.org/10.1016/j.eswa.2024.125597
[2024] Online Hand Movement Recognition System with EEG-EMG Fusion Using One-Dimensional Convolutional Neural Network
DOI: https://doi.org/10.1109/iros58592.2024.10801364
[2024] Mapping the vascular reserve in white matter and basal ganglia using Ferumoxytol-enhanced MRI at 7T
DOI: https://doi.org/10.58530/2023/0888
[2024] Cognitive Workload Detection of Air Traffic Controllers Based on mRMR and Fewer EEG Channels
DOI: https://doi.org/10.3390/brainsci14080811
[2024] Learned distributed image compression with decoder side information
DOI: https://doi.org/10.1016/j.dcan.2024.06.001
[2024] Cross View Capture for Distributed Image Compression with Decoder Side Information
DOI: https://doi.org/10.1109/icra57147.2024.10611242
[2024] Enabling temporal–spectral decoding in multi-class single-side upper limb classification
DOI: https://doi.org/10.1016/j.engappai.2024.108473
[2024] Effective network analysis in music listening based on electroencephalogram
DOI: https://doi.org/10.1016/j.compeleceng.2024.109191
[2024] Early prediction of dementia using fMRI data with a graph convolutional network approach
DOI: https://doi.org/10.1088/1741-2552/ad1e22
[2024] Cross-Modal Attention Preservation with Self-Contrastive Learning for Composed Query-Based Image Retrieval
DOI: https://doi.org/10.1145/3639469
[2024] An Insight Into Neurodegeneration: Harnessing Functional MRI Connectivity in the Diagnosis of Mild Cognitive Impairment
DOI: https://doi.org/10.5220/0012414600003657
[2023] Can Code Representation Boost IR-Based Test Case Prioritization?
DOI: https://doi.org/10.1109/issre59848.2023.00077
[2023] TMOVF: A Task-Agnostic Model Ownership Verification Framework
DOI: https://doi.org/10.1109/smc53992.2023.10393939
[2023] A novel policy network with a soft reward strategy for knowledge graph reasoning
DOI: https://doi.org/10.1109/iccsi58851.2023.10303845
[2023] Research progress of the plantar pressure monitoring system for gait analysis
DOI: https://doi.org/10.1360/tb-2023-0591
[2023] Assessing the Potential of Data Augmentation in EEG Functional Connectivity for Early Detection of Alzheimer’s Disease
DOI: https://doi.org/10.1007/s12559-023-10188-7
[2023] Brain Simulation and Spiking Neural Networks
DOI: https://doi.org/10.1007/s12559-023-10156-1
[2023] Multi-Class Classification of Upper Limb Movements With Filter Bank Task-Related Component Analysis
DOI: https://doi.org/10.1109/jbhi.2023.3278747
[2023] Towards Improving Motor Imagery Brain–Computer Interface Using Multimodal Speech Imagery
DOI: https://doi.org/10.1007/s40846-023-00798-9
[2022] Dual Stream Conditional Generative Adversarial Network Fusion for Video Abnormal Behavior Detection
DOI: https://doi.org/10.1142/s0218213022500464
[2022] A Brain-Controlled Vehicle System Based on Steady State Visual Evoked Potentials
DOI: https://doi.org/10.1007/s12559-022-10051-1
[2022] Analysis of Neural Spike Signal Transmission Characteristics in 3-D Heterogeneous Integration
DOI: https://doi.org/10.1109/apemc53576.2022.9888648
[2022] Association of longitudinal platelet count trajectory with ICU mortality: A multi-cohort study
DOI: https://doi.org/10.3389/fimmu.2022.936662
[2022] Deep Reinforcement Learning for the Improvement of Robot Manipulation Skills Under Sparse Reward
DOI: https://doi.org/10.1109/ccdc55256.2022.10034200
[2022] Cerebral cortex layer segmentation using diffusion magnetic resonance imaging in vivo with applications to laminar connections and working memory analysis
DOI: https://doi.org/10.1002/hbm.25998
[2022] Graph Empirical Mode Decomposition-Based Data Augmentation Applied to Gifted Children MRI Analysis
DOI: https://doi.org/10.3389/fnins.2022.866735
[2022] Attitude Monitoring Algorithm for Volleyball Sports Training Based on Machine Learning in the Context of Artificial Intelligence
DOI: https://doi.org/10.1155/2022/2907393
[2022] An exploratory study of transfer learning frameworks in the context of few available shots of neurophysiological signals
DOI: https://doi.org/10.1016/j.compeleceng.2022.108091
[2022] Privacy-Preserving Multi-Source Domain Adaptation for Medical Data
DOI: https://doi.org/10.1109/jbhi.2022.3175071
[2022] Multi-scale Learning for Multimodal Neurophysiological Signals: Gait Pattern Classification as an Example
DOI: https://doi.org/10.1007/s11063-021-10738-w
[2022] Domain classifier-based transfer learning for visual attention prediction
DOI: https://doi.org/10.1007/s11280-022-01027-0
[2022] Preliminary Results on the Generation of Artificial Handwriting Data Using a Decomposition-Recombination Strategy
DOI: https://doi.org/10.1109/icassp43922.2022.9747658
[2022] Data augmentation for Convolutional LSTM based brain computer interface system
DOI: https://doi.org/10.1016/j.asoc.2022.108811
[2022] Generating news image captions with semantic discourse extraction and contrastive style-coherent learning
DOI: https://doi.org/10.1016/j.compeleceng.2022.108429
[2022] Underwater sEMG-based recognition of hand gestures using tensor decomposition
DOI: https://doi.org/10.1016/j.patrec.2022.11.021
[2022] Impact of the Interconnection Structure on RRAM-Based Crossbar Array in Neuromorphic Chip
DOI: https://doi.org/10.1109/apemc53576.2022.9888563
[2022] A GlobalPointer based Robust Approach for Information Extraction from Dialog Transcripts
DOI: https://doi.org/10.18653/v1/2022.seretod-1.2
[2022] Improving pre-movement pattern detection with filter bank selection
DOI: https://doi.org/10.1088/1741-2552/ac9e75
[2022] Hybrid mental tasks based human computer interface via integration of pronunciation and motor imagery
DOI: https://doi.org/10.1088/1741-2552/ac9a01
[2021] Joint Distribution Adaptation Network for Multi-source Electroencephalogram-based Emotion Recognition
DOI: https://doi.org/10.1109/robio54168.2021.9739438
[2021] News Content Completion with Location-Aware Image Selection
DOI: https://doi.org/10.1609/aaai.v35i16.17704
[2021] Machine Learning Methods with Noisy, Incomplete or Small Datasets
DOI: https://doi.org/10.3390/app11094132
[2021] MAP2 is differentially phosphorylated in schizophrenia, altering its function
DOI: https://doi.org/10.1038/s41380-021-01034-z
[2021] A Study of the Brain Network Connectivity in Visual‐Word Pairing Associative Learning and Episodic Memory Reactivating Task
DOI: https://doi.org/10.1155/2021/5579888
[2021] Tensor completion algorithms for estimating missing values in multi-channel audio signals
DOI: https://doi.org/10.1016/j.compeleceng.2021.107561
[2021] Mind Control of a Service Robot with Visual Servoing
DOI: https://doi.org/10.1109/iros51168.2021.9636079
[2021] Serial-EMD: Fast empirical mode decomposition method for multi-dimensional signals based on serialization
DOI: https://doi.org/10.1016/j.ins.2021.09.033
[2021] A Fast Approach to Removing Muscle Artifacts for EEG with Signal Serialization Based Ensemble Empirical Mode Decomposition
DOI: https://doi.org/10.3390/e23091170
[2021] Component-mixing strategy: A decomposition-based data augmentation algorithm for motor imagery signals
DOI: https://doi.org/10.1016/j.neucom.2021.08.119
[2021] Decoding Premovement Patterns with Task-Related Component Analysis
DOI: https://doi.org/10.1007/s12559-021-09941-7
[2021] A multimodal emotion recognition method based on facial expressions and electroencephalography
DOI: https://doi.org/10.1016/j.bspc.2021.103029
[2021] A hybrid method to select morphometric features using tensor completion and F-score rank for gifted children identification
DOI: https://doi.org/10.1007/s11431-020-1876-3
[2021] On the robustness of EEG tensor completion methods
DOI: https://doi.org/10.1007/s11431-020-1839-5
[2021] A Novel Waterproof sEMG Electrode Based on Conductive Silicone for Underwater Signal Recognition
DOI: https://doi.org/10.1109/jsen.2021.3095118
[2021] LAMS: A Location-aware Approach for Multimodal Summarization (Student Abstract)
DOI: https://doi.org/10.1609/aaai.v35i18.17971
[2021] Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction
DOI: https://doi.org/10.1609/aaai.v35i5.16598

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AI 要約（直近 5 年の研究成果）

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関連研究室(8 件)

研究成果（81 件）

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