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一种基于自动阈值发现的文本聚类方法 被引量:16
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作者 张猛 王大玲 于戈 《计算机研究与发展》 EI CSCD 北大核心 2004年第10期1748-1753,共6页
文本聚类随着网上文本的激增以及实际应用中的需求 ,引起了人们越来越多的重视 通过分析文本的特征以及常用的文本聚类方法 ,提出了一种对文本进行细致划分获取细化簇、并在细化簇基础上进行聚类的文本聚类方法 在聚类过程中 ,采用曲线... 文本聚类随着网上文本的激增以及实际应用中的需求 ,引起了人们越来越多的重视 通过分析文本的特征以及常用的文本聚类方法 ,提出了一种对文本进行细致划分获取细化簇、并在细化簇基础上进行聚类的文本聚类方法 在聚类过程中 ,采用曲线的多项式拟合技术提出了一种自动发现阈值的方法 ,并把该方法应用于细化簇的寻找步骤中 与凝聚的层次聚类方法的实验比较结果表明 ,使用自动阈值发现的方法在时间消耗、聚类效果。 展开更多
关键词 文本聚类 细化簇 自动阈值发现
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一种基于NMF_(SC)的文本聚类方法
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作者 王永贵 高月 《计算机系统应用》 2011年第9期78-81,156,共5页
通过分析文本的特征,提出了一种基于稀疏约束非负矩阵分解(NMFSC)的文本聚类新方法。该方法用NMFSC分解词-文本矩阵来降低特征空间的维度,并依照稀疏约束更好地控制稀疏度,然后利用簇中文本的相似性进一步细化簇。实验表明,与基于k-mean... 通过分析文本的特征,提出了一种基于稀疏约束非负矩阵分解(NMFSC)的文本聚类新方法。该方法用NMFSC分解词-文本矩阵来降低特征空间的维度,并依照稀疏约束更好地控制稀疏度,然后利用簇中文本的相似性进一步细化簇。实验表明,与基于k-means的文本聚类方法和基于NMF的文本聚类方法相比,此方法具有较高的归一化互信息值(NMI),从而具有良好的聚类性能。 展开更多
关键词 文本聚类 细化簇 非负矩阵分解 稀疏表示 归一化互信息值
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Expression of microRNA-29b2-c Cluster is Positively Regulated by MyoD in L6 Cells
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作者 Chang-zheng Liu Jing-jing Li +4 位作者 Jin-mei Su Tao Jiao Li-juan Gou Xiao-dong He Yong-sheng Chang 《Chinese Medical Sciences Journal》 CAS CSCD 2013年第3期140-146,共7页
Objectives To evaluate the expression profile of myoD microRNA-29 (miR-29) family in L6 myoblast differentiated to myotube or L6 myotube treated by glucose and insulin, and to further probe the molecular mechanism o... Objectives To evaluate the expression profile of myoD microRNA-29 (miR-29) family in L6 myoblast differentiated to myotube or L6 myotube treated by glucose and insulin, and to further probe the molecular mechanism of myoD regulating the expression of miR-29 clusters. 展开更多
关键词 MYOGENESIS MYOD microRNA-29
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Specific detection and effective inhibition of a single bacterial species in situ using peptide mineralized Au cluster probes
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作者 Xiangchun Zhang Li Liu +7 位作者 Ru Liu Jing Wang Xuhu Hu Qing Yuan Juanjuan Guo Gengmei Xing Yuliang Zhao Xueyun Gao 《Science China Chemistry》 SCIE EI CAS CSCD 2018年第5期627-634,共8页
Increasingly serious microbial infections call for the development of new simpler methods for the precise diagnosis and specific inhibition of such pathogens. In this work, a peptide mineralized Au cluster probe was a... Increasingly serious microbial infections call for the development of new simpler methods for the precise diagnosis and specific inhibition of such pathogens. In this work, a peptide mineralized Au cluster probe was applied as a new simplified strategy to both recognize and inhibit a single bacteria species of Staphylococcus aureus(S. aureus) simultaneously. The probes are composed of peptides and Au clusters. Moreover, the peptides specifically target S. aureus cells and the Au clusters provide fluorescent imaging and have an antibacterial effect. These new probes enable the simultaneous specific detection and effective destruction S. aureus cells in situ. 展开更多
关键词 Au cluster probes single bacteria species S aureus specific detection effective inhibition
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Evaluation of the antioxidant property and effects in Caenorhabditis elegans of Xiangxi flavor vinegar,a Hunan local traditional vinegar 被引量:1
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作者 Run-ting HUANG Qing HUANG +2 位作者 Gen-liang WU Chun-guang CHEN Zong-jun LI 《Journal of Zhejiang University-Science B(Biomedicine & Biotechnology)》 SCIE CAS CSCD 2017年第4期324-333,共10页
Xiangxi flavor vinegar(XV) is one of Hunan Province's traditional fermented vinegars.It is produced from herb,rice,and spring water with spontaneous liquid-state fermentation techniques.In this study,we investigate... Xiangxi flavor vinegar(XV) is one of Hunan Province's traditional fermented vinegars.It is produced from herb,rice,and spring water with spontaneous liquid-state fermentation techniques.In this study,we investigated the antioxidant property of XV by analyzing its antioxidant compounds,its free radical scavenging property in vitro and in vivo,and its effects on antioxidant enzyme activity and apoptosis in Caenorhabditis elegans.The results showed that XV is rich in antioxidants.In particular,ligustrazine reached 6.431 μg/ml.The in vitro 2,2-diphenyl-1-picrylhydrazyl free radical(DPPH*),hydroxyl radical(*OH),and superoxide anion radical(O2^(*-)) scavenging rates of XV were 95.85%,97.22%,and 63.33%,respectively.The reactive oxygen species(ROS) content in XV-treated C.elegans decreased significantly(P0.01) compared to the control group.Giutathione peroxidase(GSH-Px),superoxide dismutase(SOD),and catalase(CAT) activities were remarkably increased(P0.01) in C.elegans after XV treatment.In addition,XV could upreguiate CED-9 protein expression and downreguiate CED-3 protein expression in C.elegans.These results prove that XV is rich in antioxidants and scavenges radicals in vitro efficiently.XV inhibits apoptosis in C.elegans probably by scavenging ROS and increasing the activities of its antioxidant enzymes. 展开更多
关键词 VINEGAR ANTIOXIDANT Free radical scavenging property Caenorhabditis elegans Antioxidant enzyme Reactive oxygen species (ROS) Apoptosis
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Au nanoclusters suppress chronic lymphocytic leukaemia cells by inhibiting thioredoxin reductase 1 to induce intracellular oxidative stress and apoptosis 被引量:6
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作者 Qiong Li Qing Yuan +7 位作者 Mohan Zhao Yawen Yao Liang Gao Ru Liu Yaling Wang Yong Gong Fuping Gao Xueyun Cao 《Science Bulletin》 SCIE EI CAS CSCD 2017年第8期537-545,共9页
Chronic lymphocytic leukaemia (CLL) is a rare blood cancer that always relapses as refractory disease and eventually leads to death. To date, therapeutic options for CLL patients are scarce and there is an urgent ne... Chronic lymphocytic leukaemia (CLL) is a rare blood cancer that always relapses as refractory disease and eventually leads to death. To date, therapeutic options for CLL patients are scarce and there is an urgent need to develop novel chemotherapeutics that are both effective and safe. Gold-containing compounds induce a lethal oxidative and endoplasmic reticulum stress response in cultured and primary CLL cells via inhibition of thioredoxin reductase (TrxR). However, traditional gold-containing medicines have revealed side effects during clinical applications. Therefore, safer gold-containing drugs are needed to overcome this challenge. In this study, a novel peptide templated gold cluster Au2sSv9 was synthesized and its therapeutic effect on CLL cells was evaluated. This nanocluster could induce cell apoptosis in MEC-1 cells in a dose-dependent manner which correlated with the uptake amount of clusters in cells. As expected, increasing intracellular reactive oxidative species (ROS) in MEC-1 cells was exhibited with the increase of cluster dosage. Further analyses demonstrated the underlying mechanism that the nan- oclusters suppress the activity ofTrxR1, increase the level of intracellular ROS, destroy the mitochondrial membrane potential and finally trigger the mitochondrial apoptotic pathway in MEC-1 cells. Furthermore, the direct interaction between Au2sSv9 clusters and TrxRl was confirmed for the first time by isothermal titration calorimetry. These findings explored the preclinical efficacy and potential mech- anism of gold clusters in CLL therapy and provided a fundamental reference for the development of other novel gold-containing chemotherapeutics to treat CLL. 展开更多
关键词 Chronic lymphocytic leukaemia (CLL) Gold nanoclusters Thioredoxin reductase (TrxR) Mitochondrial membrane potential (MMP) APOPTOSIS
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