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结合密度比和系统演化的密度峰值聚类算法 被引量:5
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作者 曹俊茸 张德生 肖燕婷 《计算机工程与应用》 CSCD 北大核心 2022年第21期75-82,共8页
密度峰值聚类算法(DPC)能够有效地进行非球形数据的聚类,该算法需要输入截断距离,人工截取聚类中心,导致DPC算法的聚类效果有时较差。针对这些问题,提出一种结合密度比和系统演化的密度峰值聚类算法(DS-DPC)。利用自然最近邻搜索得出各... 密度峰值聚类算法(DPC)能够有效地进行非球形数据的聚类,该算法需要输入截断距离,人工截取聚类中心,导致DPC算法的聚类效果有时较差。针对这些问题,提出一种结合密度比和系统演化的密度峰值聚类算法(DS-DPC)。利用自然最近邻搜索得出各样本点的邻居数目,根据密度比思想改进密度计算公式,使其能够反映周围样本的分布情况;对局部密度与相对距离的乘积进行降序排列,根据排序值选出聚类中心,将剩余样本按照DPC算法的分配策略进行聚类,避免了手动选择聚类中心的主观性;利用系统演化方法判断聚类结果是否需要合并或分离。通过在多个数据集上进行实验,并与其他聚类算法进行比较,实验结果表明,该算法具有较好的聚类效果。 展开更多
关键词 密度峰值聚类算法 自然最近邻 密度比 系统演化方法 聚类
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The Cauchy problem of generalized Landau-Lifshitz equation into S^n 被引量:2
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作者 SONG Chong YU Jie 《Science China Mathematics》 SCIE 2013年第2期283-300,共18页
In this paper,we study the Cauchy problem of an integrable evolution system,i.e.,the n-dimensional generalization of third-order symmetry of the well-known Landau-Lifshitz equation.By rewriting this equation in a geom... In this paper,we study the Cauchy problem of an integrable evolution system,i.e.,the n-dimensional generalization of third-order symmetry of the well-known Landau-Lifshitz equation.By rewriting this equation in a geometric form and applying the geometric energy method with a forth-order perturbation,we show the global well-posedness of the Cauchy problem in suitable Sobolev spaces. 展开更多
关键词 generalized Landau-Lifshitz geometric energy method
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Rational design and functional evolution of targeted peptides for bioanalytical applications 被引量:1
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作者 Yanyan Huang Yulong Jin Rui Zhao 《Science China Chemistry》 SCIE EI CAS CSCD 2016年第10期1250-1257,共8页
The complicated, highly dynamic and diverse nature of biosystems brings great challenges to the specific analysis of molecular processes of interest. Nature provides antibodies for the specific recognition of antigens... The complicated, highly dynamic and diverse nature of biosystems brings great challenges to the specific analysis of molecular processes of interest. Nature provides antibodies for the specific recognition of antigens, which is a straight-forward way for targeted analysis. However, there are still limitations during the practical applications due to the big size of the antibodies, which accelerate the discovery of small molecular probes. Peptides built from various optional building blocks and easily achieved by chemical synthetic approaches with predictable conformations, are versatile and can act as tailor-made targeting vehicles.In this mini review, we summarize the recent developments in the discovery of novel peptides for bioanalytical and biomedical applications. Progresses in peptide-library design and selection strategies are presented. Recent achievements in the peptide-guided detection, imaging and disease treatment are also focused. 展开更多
关键词 PEPTIDE DESIGN SCREENING targeted analysis biomedical applications
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