Bag of little bootstraps on features for enhancing classification performance
文献类型：期刊论文
| 作者 | Wang, Haocheng1,2; Zhuang, Fuzhen1; Jin, Xin3; Ao, Xiang1; He, Qing1 |
| 刊名 | Intelligent data analysis
 |
| 出版日期 | 2016 |
| 卷号 | 20期号:5页码:1085-1099 |
| 关键词 | Ensemble learning Bag of little bootstraps on features High-dimensional data Classification |
| ISSN号 | 1088-467X |
| DOI | 10.3233/ida-160857 |
| 通讯作者 | Wang, haocheng(hossenwang@126.com) |
| 英文摘要 | Ensemble learning via manipulating the training set is an effective technique for improving classification accuracy. in this work, we investigate the strategy how to combine learning set resampling method and random subspace method applied in high-dimensional domains. we propose a new procedure, bag of little bootstraps on features (blbf), which works by combining the results of bootstrapping multiple feature subsets of the original dataset using the random subspace method. our empirical experiments on various high-dimensional datasets demonstrate that our proposed approach outperforms the state-of-the-art instance-based resampling learning algorithm blb and its two relevant variants, in terms of classification performance. in addition, we also investigate the effect of hyperparameters on classification performance, which shows that the parameters can be easily set while maintaining a good performance. |
| WOS关键词 | EXTREME LEARNING-MACHINE ; ENSEMBLES |
| WOS研究方向 | Computer Science |
| WOS类目 | Computer Science, Artificial Intelligence |
| 语种 | 英语 |
| WOS记录号 | WOS:000384428500006 |
| 出版者 | IOS PRESS |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2375893 |
| 专题 | 中国科学院大学 |
| 通讯作者 | Wang, Haocheng |
| 作者单位 | 1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing, Peoples R China 2.Univ Chinese Acad Sci, Beijing, Peoples R China 3.Huawei Technol Co Ltd, Cent Software Inst, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wang, Haocheng,Zhuang, Fuzhen,Jin, Xin,et al. Bag of little bootstraps on features for enhancing classification performance[J]. Intelligent data analysis,2016,20(5):1085-1099. |
| APA | Wang, Haocheng,Zhuang, Fuzhen,Jin, Xin,Ao, Xiang,&He, Qing.(2016).Bag of little bootstraps on features for enhancing classification performance.Intelligent data analysis,20(5),1085-1099. |
| MLA | Wang, Haocheng,et al."Bag of little bootstraps on features for enhancing classification performance".Intelligent data analysis 20.5(2016):1085-1099. |
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来源：中国科学院大学
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