A decision cluster classification model with model selection strategy
文献类型：期刊论文
| 作者 | Zhaocai Sun; Yunming Ye; Zhexue Huang; Wu Chen; Chunshan Li |
| 刊名 | Advances in Information Sciences & Service Sciences
 |
| 出版日期 | 2012 |
| 英文摘要 | The Decision Cluster Classification (DCC) model is a clustering-based classification method. The aim is to solve the hard problem in classification with the aid of clustering techniques. In DCC model, model selection is an important step , which optimizes DCC model in classification accuracy and time consuming. This paper focuses on the model selection problem and proposes a scheme. Firstly, a theory is proposed to estimate the upper error bound for a DCC model. Then, we give a strategy to select the best DCC model by reducing error bound. Empirical results show that our theory is reasonable and our model selection method can enhance DCC model. Moreover, the optimized DCC model can outperform famous classifiers (e.g. SVM, C4.5) on some data sets. |
| 收录类别 | EI |
| 原文出处 | http://www.aicit.org/AISS/ppl/AISS1918PPL.pdf |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/4148]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | Advances in Information Sciences & Service Sciences |
| 推荐引用方式 GB/T 7714 | Zhaocai Sun,Yunming Ye,Zhexue Huang,et al. A decision cluster classification model with model selection strategy[J]. Advances in Information Sciences & Service Sciences,2012. |
| APA | Zhaocai Sun,Yunming Ye,Zhexue Huang,Wu Chen,&Chunshan Li.(2012).A decision cluster classification model with model selection strategy.Advances in Information Sciences & Service Sciences. |
| MLA | Zhaocai Sun,et al."A decision cluster classification model with model selection strategy".Advances in Information Sciences & Service Sciences (2012). |
入库方式： OAI收割
来源：深圳先进技术研究院
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