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基于伪分类超平面的线性可分几何判定方法及应用
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作者 张银川 韩立新 曾晓勤 《模式识别与人工智能》 EI CSCD 北大核心 2014年第1期60-69,共10页
针对模式分类中线性可分的问题,文中将模式看作是欧氏空间中的点,研究欧氏空间中点与面的关系等解析几何性质,在一般的分类超平面概念上定义伪分类超平面.根据线性可分等价性,在需降维时进行空间映射.研究根据数据寻找伪分类超平面,给... 针对模式分类中线性可分的问题,文中将模式看作是欧氏空间中的点,研究欧氏空间中点与面的关系等解析几何性质,在一般的分类超平面概念上定义伪分类超平面.根据线性可分等价性,在需降维时进行空间映射.研究根据数据寻找伪分类超平面,给出几何意义明显的线性可分判断方法,在该方法的基础上给出一种分类复杂度的度量方法.实验结果表明,该方法较好地体现数据的分类复杂度. 展开更多
关键词 线性可分 伪分类超平面 空间映射 分类复杂度
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一种改进的局部均值伪近邻算法
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作者 李毅 张德生 张晓 《计算机工程与应用》 CSCD 北大核心 2024年第5期88-94,共7页
针对基于局部均值的伪近邻分类算法(LMPNN)易受近邻参数k和噪声点影响的问题,提出了一种改进的局部均值伪近邻分类算法(IPLMPNN)。利用双层搜索规则确定待测样本的最近邻,提高近邻集的选择质量;为了克服主观赋权法的不利影响,并且加强... 针对基于局部均值的伪近邻分类算法(LMPNN)易受近邻参数k和噪声点影响的问题,提出了一种改进的局部均值伪近邻分类算法(IPLMPNN)。利用双层搜索规则确定待测样本的最近邻,提高近邻集的选择质量;为了克服主观赋权法的不利影响,并且加强每个局部均值向量对分类的作用,引入注意力机制计算距离加权系数;使用改进的调和平均距离计算待测样本与局部均值向量之间的加权多调和平均距离,由此查找伪近邻点对待测样本进行分类。利用UCI和KEEL中的多个数据集对IPLMPNN算法进行仿真实验,并与8种相关算法进行比较。实验结果表明,IPLMPNN算法取得了令人满意的分类结果。 展开更多
关键词 局部均值的近邻分类算法(LMPNN) 双层搜索 注意力机制 多调和平均距离
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多项正则化约束的伪标签传播优化脑电信号聚类
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作者 代成龙 李光辉 +2 位作者 李栋 申佳华 皮德常 《计算机研究与发展》 EI CSCD 北大核心 2024年第1期156-171,共16页
作为一种非侵入式分析载体,脑电信号目前被广泛应用于脑-机接口、医疗辅助诊断及康复领域,但这些应用通常依赖需要完整标签的有监督分析技术,如分类.随着无标签脑电信号的与日俱增,现有的有监督方法不能有效解决无标签脑电信号分析问题... 作为一种非侵入式分析载体,脑电信号目前被广泛应用于脑-机接口、医疗辅助诊断及康复领域,但这些应用通常依赖需要完整标签的有监督分析技术,如分类.随着无标签脑电信号的与日俱增,现有的有监督方法不能有效解决无标签脑电信号分析问题,也在一定程度上限制了无标签脑电信号这类新型数据的应用拓展.为了解决无标签脑电信号的无监督分析问题,提出了一种基于多项正则化约束的伪标签传播优化聚类模型.该模型通过同时优化学习伪标签传播矩阵、脑电信号相似度邻接矩阵、标签分类器的方式实现聚类.将提出的脑电信号聚类模型转化为一个多目标优化问题,并提出了一种基于梯度下降策略的聚类算法EEGapc(electroencephalogram clustering with pseudo label propagation).该算法不仅充分考虑了脑电信号之间的相关性及脑电信号间的信息传递,还能快速收敛到局部最优.在14个真实脑电信号数据集上的实验结果表明,提出的EEGapc脑电信号聚类算法比现有的8种聚类算法性能更好,且在平均NMI(normalized mutual information),ARI(adjusted rand index),F-score,kappa这4个指标上,EEGapc与现有的8种聚类算法相比,分别至少提升了86.88%,58.01%,6.29%,61.17%. 展开更多
关键词 脑电信号聚类 标签传播 邻接矩阵优化 标签分类 多目标优化
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基于BP神经网络的自适应伪最近邻分类 被引量:13
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作者 曾勇 舒欢 +1 位作者 胡江平 葛月月 《电子与信息学报》 EI CSCD 北大核心 2016年第11期2774-2779,共6页
在伪最近邻(PNN)分类算法中,待分类样本点与每一类样本集中各个近邻的距离加权系数都是主观确定的,这就使得算法得不到最优距离加权值。针对这一问题,该文提出一种基于BP神经网络的自适应伪最近邻分类算法。首先通过计算待分类样本点与... 在伪最近邻(PNN)分类算法中,待分类样本点与每一类样本集中各个近邻的距离加权系数都是主观确定的,这就使得算法得不到最优距离加权值。针对这一问题,该文提出一种基于BP神经网络的自适应伪最近邻分类算法。首先通过计算待分类样本点与每一类样本集中各个近邻的距离值,并将其作为BP神经网络的输入。然后根据BP神经网络输入与输出之间的映射来自适应确定相应的距离加权值。最后由BP神经网络的输出值判别样本类别号。实验结果表明,该算法能够自适应地调节距离加权系数,同时还能有效地改善分类准确率。 展开更多
关键词 最近邻分类 BP神经网络 自适应
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含顺序类别自变量的中位数惩罚回归及应用研究
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作者 吉洋莹 潘雨辰 黄磊 《重庆理工大学学报(自然科学)》 CAS 北大核心 2022年第11期257-265,共9页
中位数回归不对误差项分布做过强假设且对异常值不敏感,可以提高回归模型的稳健性。自适应LASSO进行变量选择时对自变量采用有差别的惩罚系数,避免了系数的过度压缩。对于含有顺序类别自变量数据进行回归建模时,考虑到此类自变量中伪分... 中位数回归不对误差项分布做过强假设且对异常值不敏感,可以提高回归模型的稳健性。自适应LASSO进行变量选择时对自变量采用有差别的惩罚系数,避免了系数的过度压缩。对于含有顺序类别自变量数据进行回归建模时,考虑到此类自变量中伪分类的存在。构建了一种通过哑变量的线性变换,并结合自适应LASSO惩罚的中位数回归方法。该方法不仅能够进行变量选择得到稳健的估计结果还能进行伪分类的识别与融合。通过2个实际数据验证了该方法的可行性和有效性。 展开更多
关键词 自适应LASSO 中位数惩罚回归 顺序类别自变量 伪分类
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Redescription of Cerogria basalis(Hope,1831)(Coleoptera:Tenebrionidae: Lagriinae)
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作者 周勇 陈斌 《Entomotaxonomia》 CSCD 北大核心 2014年第4期252-256,共5页
Cerogria basalis(Hope, 1831) is a large-sized species in the genus Cerogria Borchmann, 1909, and was known to be distributed in Bosnia Herzegovina, Nepal and India. This species has been lacking a detailed and forma... Cerogria basalis(Hope, 1831) is a large-sized species in the genus Cerogria Borchmann, 1909, and was known to be distributed in Bosnia Herzegovina, Nepal and India. This species has been lacking a detailed and formal description. In past years we collected a male and four females of this species from Yunnan, China.In this paper, we describe both the adult male and female of this species in detail, especially providing diagnostic features of the antenna, ventrite and male aedeagus. We provide photographs of the dorsal and ventral view, habitat of both male and female adults, and figures detailing the diagnostic features of both male and female antenna, male abdominal ventrites and the male aedeagus. In addition, we discuss one intraspecific variation found in this species. This provides an important basis for correct identification of this species. 展开更多
关键词 CUCUJOIDEA Cerogria TAXONOMY
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Genus Pseudancylis Horak(Lepidoptera: Tortricidae) new to China, with a world checklist
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作者 张爱环 《Entomotaxonomia》 CSCD 2017年第2期117-122,共6页
The genus Pseudancylis Horak is reported for the first time from China. P. acrogypsa (Turner, 1916) is described as new to China based on specimens from Guangxi Zhuang Autonomous Region. Images of the adults and the... The genus Pseudancylis Horak is reported for the first time from China. P. acrogypsa (Turner, 1916) is described as new to China based on specimens from Guangxi Zhuang Autonomous Region. Images of the adults and the genital structures ofP. acrogypsa are provided. A key to the species ofPseudancylis Horak and a world checklist is presented. 展开更多
关键词 Pseudancylis acrogypsa new record TAXONOMY Tortricid moths
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自回归模式识别法及其应用
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作者 曾锦光 徐丙慧 《苏州科技学院学报(社会科学版)》 1990年第S2期7-11,共5页
本文应用自回归模式识别方法对随机时间序列进行分类,并给出对地震岩性进行分类的一个实例。
关键词 自回归模式识别 特征提取 距离分类准则.
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Two newly recorded species of whitefly(Hemiptera:Aleyrodidae) from China
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作者 王吉锐 杜予州 《Entomotaxonomia》 CSCD 2015年第2期106-110,共5页
Two species of whitefly (Hemiptera: Aleyrodidae), Aleuroclava ayyari (Sundararaj & David) and Aleurotrachelus grewiae Takahashi, new to the known fauna of China, are redescribed with morphological illustrations ... Two species of whitefly (Hemiptera: Aleyrodidae), Aleuroclava ayyari (Sundararaj & David) and Aleurotrachelus grewiae Takahashi, new to the known fauna of China, are redescribed with morphological illustrations and photographs from a scanning electron microscope (SEM). A. ayyari is characterized by the presence of two pairs of long subdorsal setae on the cephalic region and first abdominal segment. A. grewiae is characterized by the pupa case sclerotized, pointed at both ends and the base of abdomen rounded at the middle. Specimens are deposited in the Insect Collection of Yangzhou University. 展开更多
关键词 Stemorrhyncha Aleyrodoidea puparia TAXONOMY
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Taxonomy of the genus Luprops from China, with description of the larva of Luprops horni(Coleoptera: Tenebrionidae)
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作者 Zhonghua WEI Guodong REN 《Entomotaxonomia》 CSCD 2019年第4期299-312,共14页
The genus Luprops Hope, 1833 is distributed in Palaearctic, Oriental, Sino-Japanese and Afrotropical regions, including 3 new Chinese record species described in this paper. Eleven species of this genus are known in C... The genus Luprops Hope, 1833 is distributed in Palaearctic, Oriental, Sino-Japanese and Afrotropical regions, including 3 new Chinese record species described in this paper. Eleven species of this genus are known in China. The new Chinese record species are: L. brancuccii Schawaller, 2013, L. kaszabi Schawaller, 1997 and L. rugosissimus Kaszab, 1980. A key to the known Luprops species and its morphological details are provided. In addition, larva of Luprops horni(Gebien, 1914) is reported for the first time. 展开更多
关键词 darkling beetles Lagriinae TAXONOMY China
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First record of water mite from Tibet with an updated key to the genus Sperchon(Acari: Hydrachnidia: Sperchontidae) from China
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作者 Xu ZHANG Ting JIANG +1 位作者 Tao SUN Xuexia GEN 《Entomotaxonomia》 CSCD 2018年第3期209-216,共8页
Tibet is a biodiversity-rich area in China. But until now, no water mites have been recorded from Tibet. In this study, two water mite species, Sperchon glandulosus Koenike, 1886 and Sperchon plumifer Thor, 1902 are r... Tibet is a biodiversity-rich area in China. But until now, no water mites have been recorded from Tibet. In this study, two water mite species, Sperchon glandulosus Koenike, 1886 and Sperchon plumifer Thor, 1902 are reported for the first time from Tibet, and Sperchon glandulosus is newly recorded from China. Descriptions and illustrations of Sperchon glandulosus are given herein. DNA barcodings for the two species are also referenced. A key to the 22 species(females) in the genus Sperchon from China is presented. 展开更多
关键词 DNA barcoding Sperchon plumifer Sperchon glandulosus TAXONOMY
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Polynomial solutions of quasi-homogeneous partial differential equations
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作者 LUO Xuebo ZHENG Zhujun Institute of Applied Mathematics, Northwestern Polytechnical University, Xi’an 710072, China Institute of Mathematics, Henan University, Kaifeng 475001, China 《Science China Mathematics》 SCIE 2001年第9期1148-1155,共8页
By means of a method of analytic number theory the following theorem is proved. Letp be a quasi-homogeneous linear partial differential operator with degreem,m > 0, w.r.t a dilation $\left\{ {\delta _\tau } \right\... By means of a method of analytic number theory the following theorem is proved. Letp be a quasi-homogeneous linear partial differential operator with degreem,m > 0, w.r.t a dilation $\left\{ {\delta _\tau } \right\}{\text{ }}_{\tau< 0} $ given by ( a1, …, an). Assume that either a1, …, an are positive rational numbers or $m{\text{ = }}\sum\limits_{j = 1}^n {\alpha _j \alpha _j } $ for some $\alpha {\text{ = }}\left( {\alpha _1 ,{\text{ }} \ldots {\text{ }},\alpha _n } \right) \in l _ + ^n $ Then the dimension of the space of polynomial solutions of the equationp[u] = 0 on ?n must be infinite 展开更多
关键词 quasi-homogeneous partial differential operator polynomial solution dimension of the space of solution method of analytic number theory
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