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pro vyhledávání: '"Shaoyi Liang"'
Autor:
Shaoyi Liang, Deqiang Han
Publikováno v:
Sensors, Vol 17, Iss 10, p 2226 (2017)
Closeness measures are crucial to clustering methods. In most traditional clustering methods, the closeness between data points or clusters is measured by the geometric distance alone. These metrics quantify the closeness only based on the concerned
Externí odkaz:
https://doaj.org/article/1b6db32f16e544e286baf2a03e86460a
Publikováno v:
Applied Soft Computing. 95:106583
Different clustering algorithms with different parameter settings can produce various partitions on the input data. Without the priori knowledge, it is difficult for users to select the proper clustering algorithm and the parameters for the specific
Autor:
Shaoyi Liang, Deqiang Han
Publikováno v:
2018 Chinese Automation Congress (CAC).
One major difficulty in clustering is to discover the underlying structure of the input data space under complex situations without much prior information. This problem consists of two aspects, i.e., to determine the target clusters number based on t
Autor:
Shaoyi Liang, Deqiang Han
Publikováno v:
FUSION
Topics on clustering ensemble have attracted much attention in recent years. In many clustering ensemble frameworks, the simple partitional clustering methods, e.g., the most famous κ-means, are used as the ensemble's member “clusterers”, due to
Publikováno v:
IJCNN
Closeness measures are crucial to clustering methods. In most traditional clustering methods, the closeness between data points or clusters is measured by the geometric distances alone. These metrics quantify the closeness only based on the concerned
Publikováno v:
IET International Conference on Information Science and Control Engineering 2012 (ICISCE 2012).
In the complicated pattern recognition, multiple classifier systems (MCSs) can usually obtain higher classification accuracy compared to a single classifier when there is high diversity among member classifiers. Therefore, diversity measures are espe
Autor:
Shaoyi Liang, Zhiqiang Wang
Publikováno v:
4th International Power Electronics & Motion Control Conference, 2004. IPEMC 2004; 2004, p908-908, 1p