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EFFICIENT NONNEGATIVE MATRIX FACTORIZATION VIA MODIFIED MONOTONE BARZILAI-BORWEIN METHOD WITH ADAPTIVE STEP SIZES STRATEGY
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作者 Wenbo Li Jicheng Li Xuenian Liu 《Journal of Computational Mathematics》 SCIE CSCD 2023年第5期866-878,共13页
In this paper,we develop an active set identification technique.By means of the active set technique,we present an active set adaptive monotone projected Barzilai-Borwein method(ASAMPBB)for solving nonnegative matrix ... In this paper,we develop an active set identification technique.By means of the active set technique,we present an active set adaptive monotone projected Barzilai-Borwein method(ASAMPBB)for solving nonnegative matrix factorization(NMF)based on the alternating nonnegative least squares framework,in which the Barzilai-Borwein(BB)step sizes can be adaptively picked to get meaningful convergence rate improvements.To get optimal step size,we take into account of the curvature information.In addition,the larger step size technique is exploited to accelerate convergence of the proposed method.The global convergence of the proposed method is analysed under mild assumption.Finally,the results of the numerical experiments on both synthetic and real-world datasets show that the proposed method is effective. 展开更多
关键词 Adaptive step sizes Alternating nonnegative least squares Monotone projected Barzilai-Borwein method Active set strategy Larger step size
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Molecular uniting set identified characteristic(MUSIC): a promising strategy for purely organic RTP luminogens 被引量:1
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作者 Xiangfeng Shao 《Science China Chemistry》 SCIE EI CAS CSCD 2018年第8期975-976,共2页
The room temperature phosphorescences(RTP)are of growing interest owing to their promising applications in material science and bioimaging.To date,the lumiogens showing persistent RTP effect mainly contain the noble... The room temperature phosphorescences(RTP)are of growing interest owing to their promising applications in material science and bioimaging.To date,the lumiogens showing persistent RTP effect mainly contain the noble metals which have the shortcomings such as high cost,potential toxicity.The exploration of metal free luminogens,i.e.,purely organic RTP luminogens,is thus of great importance for the community. 展开更多
关键词 RTP Molecular uniting set identified characteristic a promising strategy for purely organic RTP luminogens MUSIC
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Incentive Compatibility of Voting Procedure
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《Systems Science and Systems Engineering》 CSCD 1995年第1期49-54,共6页
The present paper investigates the problem of incentive compatibility of voting mechanism and shows that the mechanism of approval voting is incentive-compatible,i.e. its mechanism gives voters incentive for voting si... The present paper investigates the problem of incentive compatibility of voting mechanism and shows that the mechanism of approval voting is incentive-compatible,i.e. its mechanism gives voters incentive for voting sincerely. 展开更多
关键词 incentive-compatibility voting mechanism approval voting voting procedure stable strategy set
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SETTING OUT STRATEGIES FOR THE FUTURE ECONOMY
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《Beijing Review》 2011年第11期26-29,共4页
The most important agenda of this year’s session of the National People Congress (NPC), China’s top legislature, held March 5-14, was deliberation and approval of the draft blueprint of China’s economic and social ... The most important agenda of this year’s session of the National People Congress (NPC), China’s top legislature, held March 5-14, was deliberation and approval of the draft blueprint of China’s economic and social development for the next five years, the 12th Five-Year Plan (2011-15). When delivering the government work report at the Fourth Session of the 11th NPC on March 5, Premier Wen Jiabao also summarized the main targets and tasks for the 12th Five-Year Plan period. Excerpts follow: 展开更多
关键词 In SETTING OUT STRATEGIES FOR THE FUTURE ECONOMY
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