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	Towards Better Generalization of Deep Neural Networks via Non-Typicality Sampling Scheme 期刊论文 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 11 作者: Peng, Xinyu; Wang, Fei-Yue; Li, Li 收藏 \| 浏览/下载：11/0 \| 提交时间：2022/06/06 Training Estimation Deep learning Standards Optimization Noise measurement Convergence Deep learning generalization performance nontypicality sampling scheme stochastic gradient descent (SGD)
	A PID-incorporated Latent Factorization of Tensors Approach to Dynamically Weighted Directed Network Analysis 期刊论文 IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 3, 页码: 533-546 作者: Hao Wu; Xin Luo; MengChu Zhou; Muhyaddin J. Rawa; Khaled Sedraoui 收藏 \| 浏览/下载：56/0 \| 提交时间：2022/03/09 Big data high dimensional and incomplete (HDI) tensor latent factorization-of-tensors (LFT) machine learning missing data optimization proportional-integral-derivative (PID) controller
	A Primal-Dual SGD Algorithm for Distributed Nonconvex Optimization 期刊论文 IEEE/CAA Journal of Automatica Sinica, 2022, 卷号: 9, 期号: 5, 页码: 812-833 作者: Xinlei Yi; Shengjun Zhang; Tao Yang; Tianyou Chai; Karl Henrik Johansson 收藏 \| 浏览/下载：40/0 \| 提交时间：2022/04/24 Distributed nonconvex optimization linear speedup Polyak-Łojasiewicz (P-Ł) condition primal-dual algorithm stochastic gradient descent
	Drill the Cork of Information Bottleneck by Inputting the Most Important Data 期刊论文 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 页码: 13 作者: Peng, Xinyu; Zhang, Jiawei; Wang, Fei-Yue; Li, Li 收藏 \| 浏览/下载：16/0 \| 提交时间：2022/01/27 Training Signal to noise ratio Mutual information Optimization Convergence Deep learning Tools Information bottleneck (IB) theory machine learning minibatch stochastic gradient descent (SGD) typicality sampling
	Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning 期刊论文 IEEE/CAA Journal of Automatica Sinica, 2021, 卷号: 8, 期号: 2, 页码: 402-411 作者: Xin Luo; Wen Qin; Ani Dong; Khaled Sedraoui; MengChu Zhou 收藏 \| 浏览/下载：27/0 \| 提交时间：2021/04/09 Big data industrial application industrial data latent factor analysis machine learning parallel algorithm recommender system (RS) stochastic gradient descent (SGD)
	Accelerating Minibatch Stochastic Gradient Descent Using Typicality Sampling 期刊论文 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 11, 页码: 4649-4659 作者: Peng, Xinyu; Li, Li; Wang, Fei-Yue 收藏 \| 浏览/下载：14/0 \| 提交时间：2021/01/06 Training Convergence Approximation algorithms Stochastic processes Estimation Optimization Acceleration Batch selection machine learning minibatch stochastic gradient descent (SGD) speed of convergence
	The Strength of Nesterov's Extrapolation in the Individual Convergence of Nonsmooth Optimization 期刊论文 IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 卷号: 31, 期号: 7, 页码: 2557-2568 作者: Tao, Wei; Pan, Zhisong; Wu, Gaowei; Tao, Qing 收藏 \| 浏览/下载：17/0 \| 提交时间：2020/08/03 Convergence Extrapolation Optimization Acceleration Machine learning Task analysis Machine learning algorithms Individual convergence machine learning Nesterov's extrapolation nonsmooth optimization sparsity
	Primal Averaging: A New Gradient Evaluation Step to Attain the Optimal Individual Convergence 期刊论文 IEEE TRANSACTIONS ON CYBERNETICS, 2020, 卷号: 50, 期号: 2, 页码: 835-845 作者: Tao, Wei; Pan, Zhisong; Wu, Gaowei; Tao, Qing 收藏 \| 浏览/下载：14/0 \| 提交时间：2020/03/30 Convergence Convex functions Machine learning Optimization methods Linear programming Cybernetics Individual convergence machine learning mirror descent (MD) methods regularized learning problems stochastic gradient descent (SGD) stochastic optimization
	Rethinking the pid optimizer for stochastic optimization of deep networks 会议论文 London, United kingdom, July 6, 2020 - July 10, 2020 作者: Shi, Lei; Zhang, Yifan; Wang, Wanguo; Cheng, Jian; Lu, Hanqing 收藏 \| 浏览/下载：12/0 \| 提交时间：2021/01/27
	A Semi-Supervised Predictive Sparse Decomposition Based on Task-Driven Dictionary Learning 期刊论文 COGNITIVE COMPUTATION, 2017, 卷号: 9, 期号: 1, 页码: 115-124 作者: Lv Le; Zhao Dongbin; Deng QingQiong 收藏 \| 浏览/下载：12/0 \| 提交时间：2017/05/08 Semi-supervised Learning Predictive Sparse Decomposition Neural Networks Dictionary Learning

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