An ensemble of decision cluster crotches for classification of high dimensional data
文献类型：期刊论文
| 作者 | Yan Li; Yunming Ye; Zhaocai Sun; Edward Hung; Joshua Huang; Yueping Li |
| 刊名 | KNOWLEDGE-BASED SYSTEMS
 |
| 出版日期 | 2013 |
| 英文摘要 | This paper presents a Crotch Ensemble classification model for high dimensional data. A Crotch Ensemble is obtained from a decision cluster tree built by calling a clustering algorithm recursively. A crotch is an inner node of the tree together with its direct children. If the children of a crotch have more than one dominant class, the crotch is defined as a crotch predictor. Each crotch predictor constructs a classifier by itself. A Crotch Ensemble consists of a set of crotch predictors. When classifying a new object, a subset of crotch predictors is selected according to the distances between the object and the crotch predictors. A classification is made on the object as the class predicted by the crotch predictors with the maximum accumulative weights. The experimental results on both synthetic and real data have shown that the Crotch Ensemble model can get better classification results on high dimensional data than other classification methods. |
| 收录类别 | SCI |
| 原文出处 | http://www.sciencedirect.com/science/article/pii/S095070511300021X |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/4837]  |
| 专题 | 深圳先进技术研究院_医工所 |
| 作者单位 | KNOWLEDGE-BASED SYSTEMS |
| 推荐引用方式 GB/T 7714 | Yan Li,Yunming Ye,Zhaocai Sun,et al. An ensemble of decision cluster crotches for classification of high dimensional data[J]. KNOWLEDGE-BASED SYSTEMS,2013. |
| APA | Yan Li,Yunming Ye,Zhaocai Sun,Edward Hung,Joshua Huang,&Yueping Li.(2013).An ensemble of decision cluster crotches for classification of high dimensional data.KNOWLEDGE-BASED SYSTEMS. |
| MLA | Yan Li,et al."An ensemble of decision cluster crotches for classification of high dimensional data".KNOWLEDGE-BASED SYSTEMS (2013). |
入库方式： OAI收割
来源：深圳先进技术研究院
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