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检索条件"主题词=stochastic gradient algorithm"
92 条 记 录,以下是41-50 订阅
排序:
PROJECTED stochastic gradientS FOR CONVEX CONSTRAINED PROBLEMS IN HILBERT SPACES
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SIAM JOURNAL ON OPTIMIZATION 2019年 第3期29卷 2079-2099页
作者: Geiersbach, Caroline Pflug, Georg Ch Univ Vienna Dept Stat & Operat Res A-1030 Vienna Austria IIASA Schlosspl 1 A-2361 Laxenburg Austria
Convergence of a projected stochastic gradient algorithm is demonstrated for convex objective functionals with convex constraint sets in Hilbert spaces. In the convex case, the sequence of iterates u(n) converges weak... 详细信息
来源: 评论
The Cost of Privacy in Asynchronous Differentially-Private Machine Learning
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IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 2021年 16卷 2118-2129页
作者: Farokhi, Farhad Wu, Nan Smith, David Kaafar, Mohamed Ali Univ Melbourne Dept Elect & Elect Engn Melbourne Vic 3010 Australia Macquarie Univ Dept Comp Sydney NSW 2109 Australia CSIROs Data61 Eveleigh NSW 2015 Australia Australian Natl Univ Coll Engn & Comp Sci CECS Canberra ACT 2600 Australia
We consider training machine learning models using data located on multiple private and geographically-scattered servers with different privacy settings. Due to the distributed nature of the data, communicating with a... 详细信息
来源: 评论
Generalized predictive control of a class of MIMO models via a projection neural network
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NEUROCOMPUTING 2017年 234卷 192-197页
作者: Ye, Qian Lou, Xuyang Sheng, Li Wuxi Inst Technol Wuxi 214121 Peoples R China Jiangnan Univ Inst Syst Engn Wuxi 214122 Peoples R China China Univ Petr East China Coll Informat & Control Engn Qingdao 266580 Peoples R China
The system identification and generalized predictive control of a class of multiple input multiple output models are studied. The generalized predictive control problem with unknown parameters is first addressed by fi... 详细信息
来源: 评论
Identification of nonlinear dynamic systems using convex combinations of multiple adaptive radius basis function networks
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MEASUREMENT 2013年 第1期46卷 628-638页
作者: Zeng, Xiangping Zhao, Haiquan Jin, Weidong He, Zhengyou Li, Tianrui SW Jiaotong Univ Sch Informat Sci & Technol Chengdu 610031 Peoples R China SW Jiaotong Univ Sch Elect Engn Chengdu 610031 Peoples R China
To improve performance of nonlinear adaptive filter based on radius basis function (RBF) networks, a generalized combination scheme is proposed for nonlinear dynamic system identification in this paper. The nonlinear ... 详细信息
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Adaptive power allocation strategies for distributed space-time coding in cooperative MIMO networks
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IET COMMUNICATIONS 2014年 第7期8卷 1141-1150页
作者: Peng, Tong de Lamare, Rodrigo C. Schmeink, Anke Univ York Dept Elect Commun Res Grp York YO10 5DD N Yorkshire England Rhein Westfal TH Aachen Inst Theoret Informat Technol D-52056 Aachen Germany
Adaptive power allocation (PA) algorithms with different criteria for a cooperative multiple-input multiple-output network equipped with distributed space-time coding are proposed and evaluated. Joint constrained opti... 详细信息
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A Unified Convergence Analysis for Shuffling-Type gradient Methods
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JOURNAL OF MACHINE LEARNING RESEARCH 2021年 第1期22卷 1-44页
作者: Nguyen, Lam M. Quoc Tran-Dinh Phan, Dzung T. Phuong Ha Nguyen van Dijk, Marten IBM Res Thomas J Watson Res Ctr Yorktown Hts NY 10598 USA Univ N Carolina Dept Stat & Operat Res Chapel Hill NC 27599 USA eBay Inc San Jose CA 95125 USA Ctr Wiskunde & Informat Amsterdam Netherlands
In this paper, we propose a unified convergence analysis for a class of generic shuffling-type gradient methods for solving finite-sum optimization problems. Our analysis works with any sampling without replacement st... 详细信息
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An efficient MDS-based topographic mapping algorithm
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NEUROCOMPUTING 2005年 第3期64卷 285-299页
作者: Matsuda, Y Yamaguchi, K Univ Tokyo Grad Sch Arts & Sci Dept Gen Syst Studies Kazunori Yamaguchi LabMeguro Ku Tokyo 1538902 Japan
Here, an multidimensional scaling-based (MDS-based) topographic mapping algorithm is proposed, named the stochastic MDS network. Because this network utilizes not local but global information over all the units, it ca... 详细信息
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Adaptive minimum error-rate filtering design: A review
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SIGNAL PROCESSING 2008年 第7期88卷 1671-1697页
作者: Chen, Sheng Tan, Shuang Xu, Lei Hanzo, Lajos Univ Southampton Sch Elect & Comp Sci Southampton SO17 1BJ Hants England
Adaptive filtering has been an enabling technology and has found ever-increasing applications in various state-of-the-art communication systems. Traditionally, adaptive filtering has been developed based on the Wiener... 详细信息
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M-DCSK-Based Chaotic Communications in MIMO Multipath Channels With No Channel State Information
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IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS 2010年 第12期57卷 1001-1005页
作者: Wang, Shilian Wang, Xiaodong Natl Univ Def Technol Sch Elect Sci & Engn Changsha 410073 Hunan Peoples R China Columbia Univ Dept Elect Engn New York NY 10027 USA
We consider chaotic digital communications in multiple-input-multiple-output (MIMO) wireless multipath fading channels. In particular, we focus on systems that employ M-ary differential chaos shift keying (M-DCSK). We... 详细信息
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Afriat's Test for Detecting Malicious Agents
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IEEE SIGNAL PROCESSING LETTERS 2012年 第12期19卷 801-804页
作者: Krishnamurthy, Vikram Hoiles, William Univ British Columbia Dept Elect & Comp Engn Vancouver BC V6T 1Z4 Canada
How can one detect if a set of agents is deliberately trying to avoid being detected? By assuming malicious agents are utilitymaximizers, we use a remarkable result developed by Afriat to construct a decision test tha... 详细信息
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