[1]淦文燕,刘冲.一种改进的搜索密度峰值的聚类算法[J].智能系统学报,2017,12(2):229-235.[doi:10.11992/tis.201512036]
 GAN Wenyan,LIU Chong.An improved clustering algorithm that searches and finds density peaks[J].CAAI Transactions on Intelligent Systems,2017,12(2):229-235.[doi:10.11992/tis.201512036]
点击复制

一种改进的搜索密度峰值的聚类算法

参考文献/References:
[1] RODRIGUEZ A, LAIO A. Clustering by fast search and find of density peaks[J]. Science, 2014, 344(6191): 1492-1496.
[2] MANYIKA J, CHUI M, BROWN B, et al. Big data: the next frontier for innovation, competition, and productivity[M]. McKinsey Global Institute, 2011.
[3] HAN Jiawei, KAMBER M, PEI Jian. Data mining: concepts and techniques[M]. 3rd ed. Burlington: Morgan Kaufmann, 2011.
[4] JAIN A K. Data clustering: 50 years beyond k-means[Z]. Pattern Recognition Letters, 2009.
[5] 唐杰, 东昱晓, 蒋朦, 等. SIGKDD二十周年庆典[J]. 中国计算机学会通讯, 2014, 10(10): 58-64.
[6] http://comments.sicencemag.org/content/10.1126/science.1242072 (请核对网址及补充文献内容)
[7] 淦文燕, 李德毅. 基于核密度估计的层次聚类算法[J]. 系统仿真学报, 2004, 16(2): 302-305. GAN Wenyan, LI Deyi. Hierarchical clustering based on kernel density estimation[J]. Journal of System Simulation, 2004, 16(2): 302-305.
[8] ESTER M, KRIEGEL H, SANDER J, et al. A density based algorithm for discovering clusters in large spatial databases with noise[C]//Proceedings of the 2nd international conference on knowledge discovery and data mining. Portland, 1996: 226-231.
[9] GIONIS A, MANNILA H, TSAPARAS P. Clustering aggregation[J]. ACM transactions on knowledge discovery from data, 2007, 1(1): Article No.4.
相似文献/References:
[1]张继福,张素兰,胡立华.约束概念格及其构造方法[J].智能系统学报,2006,1(2):31.
 ZHANG Ji-fu,ZHANG Su-lan,HU Li-hua.Constrained concept lattice and its construction method[J].CAAI Transactions on Intelligent Systems,2006,1(2):31.
[2]王国胤,张清华,胡? 军.粒计算研究综述[J].智能系统学报,2007,2(6):8.
 WANG Guo-yin,ZHANG Qing-hua,HU Jun.An overview of granular computing[J].CAAI Transactions on Intelligent Systems,2007,2(2):8.
[3]朱 林,王士同,修 宇.鲁棒的模糊方向相似性聚类算法[J].智能系统学报,2008,3(1):43.
 ZHU Lin,WANG Shi-tong,XIU Yu.A robust clustering algorithm with fuzzy directional similarity[J].CAAI Transactions on Intelligent Systems,2008,3(2):43.
[4]何清.物联网与数据挖掘云服务[J].智能系统学报,2012,7(3):189.
 HE Qing.The Internet of things and the data mining cloud service[J].CAAI Transactions on Intelligent Systems,2012,7(2):189.
[5]李海林,郭韧,万校基.基于特征矩阵的多元时间序列最小距离度量方法[J].智能系统学报,2015,10(3):442.[doi:10.3969/j.issn.1673-4785.201405047]
 LI Hailin,GUO Ren,WAN Xiaoji.A minimum distance measurement method for amultivariate time series based on the feature matrix[J].CAAI Transactions on Intelligent Systems,2015,10(2):442.[doi:10.3969/j.issn.1673-4785.201405047]
[6]郭瑛洁,王士同,许小龙.基于最大间隔理论的组合距离学习算法[J].智能系统学报,2015,10(6):843.[doi:10.11992/tis.201504027]
 GUO Yingjie,WANG Shitong,XU Xiaolong.Learning a linear combination of distances based on the maximum-margin theory[J].CAAI Transactions on Intelligent Systems,2015,10(2):843.[doi:10.11992/tis.201504027]
[7]汤建国,汪江桦,韩莉英,等.基于覆盖粗糙集的语言动力系统[J].智能系统学报,2014,9(2):229.[doi:10.3969/j.issn.1673-4785.201307018]
 TANG Jianguo,WANG Jianghua,HAN Liying,et al.Linguistic dynamic systems based on covering-based rough sets[J].CAAI Transactions on Intelligent Systems,2014,9(2):229.[doi:10.3969/j.issn.1673-4785.201307018]
[8]石磊,杜军平,周亦鹏,等.在线社交网络挖掘与搜索技术研究[J].智能系统学报,2016,11(6):777.[doi:10.11992/tis.201612007]
 SHI Lei,DU Junping,ZHOU Yipeng,et al.A survey on online social network mining and search[J].CAAI Transactions on Intelligent Systems,2016,11(2):777.[doi:10.11992/tis.201612007]
[9]陈爱国,王士同.基于极大熵的知识迁移模糊聚类算法[J].智能系统学报,2017,12(1):95.[doi:10.11992/tis.201602003]
 CHEN Aiguo,WANG Shitong.A maximum entropy-based knowledge transfer fuzzy clustering algorithm[J].CAAI Transactions on Intelligent Systems,2017,12(2):95.[doi:10.11992/tis.201602003]
[10]翟俊海,刘博,张素芳.基于粗糙集相对分类信息熵和粒子群优化的特征选择方法[J].智能系统学报,2017,12(3):397.[doi:10.11992/tis.201705004]
 ZHAI Junhai,LIU Bo,ZHANG Sufang.A feature selection approach based on rough set relative classification information entropy and particle swarm optimization[J].CAAI Transactions on Intelligent Systems,2017,12(2):397.[doi:10.11992/tis.201705004]
[11]申彦,朱玉全.CMP上基于数据集划分的K-means多核优化算法[J].智能系统学报,2015,10(4):607.[doi:10.3969/j.issn.1673-4785.201411036]
 SHEN Yan,ZHU Yuquan.An optimized algorithm of K-means based on data set partition on CMP systems[J].CAAI Transactions on Intelligent Systems,2015,10(2):607.[doi:10.3969/j.issn.1673-4785.201411036]

备注/Memo

收稿日期:2015-12-31;改回日期:。
基金项目:国家自然科学基金项目(60974086).
作者简介:淦文燕,女,副教授。主要研究方向为人工智能,数据挖掘,机器学习;刘冲,男,硕士研究生,主要研究方向为大数据分析,数据挖掘。
通讯作者:刘冲. E-mail:lc1368542460@126.com.

更新日期/Last Update: 1900-01-01
Copyright @ 《 智能系统学报》 编辑部
地址:(150001)黑龙江省哈尔滨市南岗区南通大街145-1号楼 电话:0451- 82534001、82518134