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基于历史分类加权和分级竞争采样的多视角主动学习 被引量:3
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作者 姚拓中 安鹏 宋加涛 《电子学报》 EI CAS CSCD 北大核心 2017年第1期46-53,共8页
多视角主动学习是一种相比于传统主动学习能够取得更大程度版本空间缩减的技术,已被应用于多种类型的大数据分析中.本文针对现有的多视角主动学习算法在分类假设生成和采样策略中存在的不足分别提出了相应的改进方案.本文将Boosting思... 多视角主动学习是一种相比于传统主动学习能够取得更大程度版本空间缩减的技术,已被应用于多种类型的大数据分析中.本文针对现有的多视角主动学习算法在分类假设生成和采样策略中存在的不足分别提出了相应的改进方案.本文将Boosting思想应用到多视角主动学习框架中,通过将历史上各次查询得到的分类假设进行加权式投票来实现每次查询后分类假设的强化;与此同时,还提出了一种自适应的分级竞争采样策略,当分类争议样本规模较大时通过无监督谱聚类获得上述样本的空间分布描述,并在各个聚类中结合样本的分类不确定度和冗余度信息通过二次规划求解以获得可靠的批处理采样.为了证明上述改进的有效性,本文将多视角主动学习应用到图像分类领域中,并通过基于不同图像特征的视角来分别生成相应的分类假设.实验表明,本文提出的两点改进策略不仅均有助于提升多视角主动学习的性能,而且基于上述不同视角随机组合的多视角主动学习方法相比于经典的单视角主动学习算法能够更快地实现收敛并达到较高的场景分类准确性. 展开更多
关键词 多视角主动学习 分类器集成强化 分级竞争采样 图像分类
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一种分级竞争紧致遗传算法的研究 被引量:1
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作者 戴永寿 郑国宗 +1 位作者 李媛媛 赵亮 《计算机工程与应用》 CSCD 北大核心 2006年第32期39-41,共3页
根据随机游动理论,研究了二进制编码的紧致遗传算法中概率向量的进化特性,提出了一种分级竞争模式紧致遗传算法(GCGA),该算法加大参与竞争的两个个体的适应度的差距,目的在于使概率向量有效进化。在数值函数优化问题中进行仿真实验,结... 根据随机游动理论,研究了二进制编码的紧致遗传算法中概率向量的进化特性,提出了一种分级竞争模式紧致遗传算法(GCGA),该算法加大参与竞争的两个个体的适应度的差距,目的在于使概率向量有效进化。在数值函数优化问题中进行仿真实验,结果表明,分级竞争模式紧致遗传算法收敛速度更快,全局寻优能力也得到提高。 展开更多
关键词 紧致遗传算法 随机游动 分级竞争 函数优化
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基于分级竞争紧致遗传算法的非线性优化 被引量:1
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作者 马西庚 郑国宗 +1 位作者 戴永寿 朱瑛 《山东大学学报(工学版)》 CAS 2006年第2期32-35,共4页
紧致遗传算法中概率向量进化的模型是随机游动模型,据此研究了二进制编码中向量分量的进化特性,提出了分级竞争紧致遗传算法(grading competition compact genetic algorithm,GCCGA),加大参与竞争的两个个体的适应度的差距,使概率向量... 紧致遗传算法中概率向量进化的模型是随机游动模型,据此研究了二进制编码中向量分量的进化特性,提出了分级竞争紧致遗传算法(grading competition compact genetic algorithm,GCCGA),加大参与竞争的两个个体的适应度的差距,使概率向量有效进化.在数值函数中利用GCCGA寻优提高算法在非线性优化问题中的收敛速度和全局寻优的能力.实验结果表明算法是有效的. 展开更多
关键词 随机游动 紧致遗传算法 分级竞争 非线性优化
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Rule-based scheduling of multi-stage multi-product batch plants with parallel units 被引量:2
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作者 Bin Shi Xinrui Qian +1 位作者 Shanshan Sun Liexiang Yan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2017年第8期1022-1036,共15页
A novel rule-based model for multi-stage multi-product scheduling problem(MMSP)in batch plants with parallel units is proposed.The scheduling problem is decomposed into two sub-problems of order assignment and order s... A novel rule-based model for multi-stage multi-product scheduling problem(MMSP)in batch plants with parallel units is proposed.The scheduling problem is decomposed into two sub-problems of order assignment and order sequencing.Firstly,hierarchical scheduling strategy is presented for solving the former sub-problem,where the multi-stage multi-product batch process is divided into multiple sequentially connected single process stages,and then the production of orders are arranged in each single stage by using forward order assignment strategy and backward order assignment strategy respectively according to the feature of scheduling objective.Line-up competition algorithm(LCA)is presented to find out optimal order sequence and order assignment rule,which can minimize total flow time or maximize total weighted process time.Computational results show that the proposed approach can obtain better solutions than those of the literature for all scheduling problems with more than 10 orders.Moreover,with the problem size increasing,the solutions obtained by the proposed approach are improved remarkably.The proposed approach has the potential to solve large size MMSP. 展开更多
关键词 Line-up competition algorithm Order assignment role Multi-stage multi-product Parallel unit Scheduling optimization
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A Comparative Study of British and Chinese Vocational Education -Enlightenments Brought by English Vocational Education
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作者 Wei FENG 《International Journal of Technology Management》 2014年第11期40-42,共3页
In recent years, British government regards vocational education as an important factor in enhancing national competitiveness, and has taken significant initiatives and reform efforts, which formed its own distinctive... In recent years, British government regards vocational education as an important factor in enhancing national competitiveness, and has taken significant initiatives and reform efforts, which formed its own distinctive characteristics of vocational education. UK vocational education administration experienced a process from germination to maturity, in the process, it formed a complete management system, and its overall management of education and employment, the creation of specialized management agencies to implement hierarchical management experience is worthy of learning. 展开更多
关键词 vocational education framework policy environment COMPARATIVE
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