Minimal consistent subset for hyper surface classification method
文献类型：期刊论文
| 作者 | He, Qing; Zhao, Xiu-Rong; Shi, Zhong-Zhi |
| 刊名 | International journal of pattern recognition and artificial intelligence
 |
| 出版日期 | 2008-02-01 |
| 卷号 | 22期号:1页码:95-108 |
| 关键词 | Hyper surface classification (hsc) Minimal consistent subset (mcs) Sampling Generalization ability |
| ISSN号 | 0218-0014 |
| 通讯作者 | He, qing(heq@ics.ict.ac.cn) |
| 英文摘要 | Hyper surface classification (hsc), which is based on jordan curve theorem in topology, has proven to be a simple and effective method for classifying a larger database in our previous work. to select a representative subset from the original sample set, the minimal consistent subset (mcs) of hsc is studied in this paper. for hsc method, one of the most important features of mcs is that it has the same classification model as the entire sample dataset, and can totally reflect its classification ability. from this point of view, mcs is the best way of sampling from the original dataset for hsc. furthermore, because of the minimum property of mcs, every single deletion or multiple deletions from it will lead to a reduction in generalization ability, which can be exactly predicted by the proposed formula in this paper. |
| WOS关键词 | NEAREST-NEIGHBOR RULE ; TABU SEARCH ; CLASSIFIERS ; SELECTION ; SET |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| 语种 | 英语 |
| WOS记录号 | WOS:000254194700008 |
| 出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2389534 |
| 专题 | 中国科学院大学 |
| 通讯作者 | He, Qing |
| 作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Grad Univ, Beijing 100039, Peoples R China |
| 推荐引用方式 GB/T 7714 | He, Qing,Zhao, Xiu-Rong,Shi, Zhong-Zhi. Minimal consistent subset for hyper surface classification method[J]. International journal of pattern recognition and artificial intelligence,2008,22(1):95-108. |
| APA | He, Qing,Zhao, Xiu-Rong,&Shi, Zhong-Zhi.(2008).Minimal consistent subset for hyper surface classification method.International journal of pattern recognition and artificial intelligence,22(1),95-108. |
| MLA | He, Qing,et al."Minimal consistent subset for hyper surface classification method".International journal of pattern recognition and artificial intelligence 22.1(2008):95-108. |
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来源：中国科学院大学
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