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Uncertainty-aware Deep Learning: A Promising Tool for Trustworthy Fault Diagnosis 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 6, 页码: 1317-1330
Authors:  Jiaxin Ren;  Jingcheng Wen;  Zhibin Zhao;  Ruqiang Yan;  Xuefeng Chen;  Asoke K. Nandi
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Out-of-distribution detection  traceability analysis  trustworthy fault diagnosis  uncertainty quantification  
惯性组合导航系统性能评估方法研究进展 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 10, 页码: 2361-2373
Authors:  董铭涛;  程建华;  赵琳;  刘萍
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惯性组合导航系统  性能评估  指标体系  无量纲化方法  组合权重  评估方法  
基于一步张量学习的多视图子空间聚类 期刊论文
自动化学报, 2023, 卷号: 49, 期号: 1, 页码: 40-53
Authors:  赵晓佳;  徐婷婷;  陈勇勇;  徐勇
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多视图子空间聚类  张量奇异值分解  一步化学习  图学习  
基于空间向量分解的边界剥离密度聚类 期刊论文
自动化学报, 2023, 卷号: 49, 期号: 6, 页码: 1195-1213
Authors:  张瑞霖;  郑海阳;  苗振国;  王鸿鹏
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聚类  空间向量分解  边界剥离  投影子空间  高维  密度  
一种同伴知识互增强下的序列推荐方法 期刊论文
自动化学报, 2023, 卷号: 49, 期号: 7, 页码: 1456-1470
Authors:  胡开喜;  李琳;  吴小华;  解庆;  袁景凌
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序列推荐  动态兴趣  知识蒸馏  刻意训练  
Multimodal Biometric Fusion Algorithm Based on Ranking Partition Collision Theory 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 6, 页码: 884-896
Authors:  Zhuorong Li;  Yunqi Tang
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Image processing, convolutional neural network, multimodal, biometrics, fusion  
Causal Reasoning Meets Visual Representation Learning: A Prospective Study 期刊论文
Machine Intelligence Research, 2022, 卷号: 19, 期号: 6, 页码: 485-511
Authors:  Yang Liu;  Yu-Shen Wei;  Hong Yan;  Guan-Bin Li;  Liang Lin
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Causal reasoning  visual representation learning  reliable artificial intelligence  spatial-temporal data  multi-modal analysis  
模糊认知图学习算法及应用综述 期刊论文
自动化学报, 2024, 卷号: 50, 期号: 3, 页码: 450-474
Authors:  刘晓倩;  张英俊;  秦家虎;  李卓凡;  梁伟玲;  李宗溪
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模糊认知图  学习范式  因果推理  软计算  复杂系统建模  
Vectorized Evidential Learning for Weakly-Supervised Temporal Action Localization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 15949-15963
Authors:  Gao, Junyu;  Chen, Mengyuan;  Xu, Changsheng
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Uncertainty  Location awareness  Reliability  Videos  Noise measurement  Estimation  Deep learning  Weakly-supervised learning  temporal action localization  evidential deep learning  uncertainty estimation  
Uncertainty-Aware Dual-Evidential Learning for Weakly-Supervised Temporal Action Localization 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2023, 卷号: 45, 期号: 12, 页码: 15896-15911
Authors:  Chen, Mengyuan;  Gao, Junyu;  Xu, Changsheng
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Uncertainty  Background noise  Task analysis  Location awareness  Measurement uncertainty  Interference  Predictive models  Weakly-supervised temporal action localization  evidential deep learning  uncertainty estimation