Interval extreme learning machine for big data based on uncertainty reduction
文献类型：期刊论文
| 作者 | Li, Yingjie; Wang, Ran; Shiu, Simon C. K. |
| 刊名 | JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
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| 出版日期 | 2015 |
| 英文摘要 | Choosing representative samples and removing data redundancy are two key issues in large-scale data classification. This paper proposes a new model, named interval extreme learning machine (ELM), for big data classification with continuous-valued attributes. The interval ELM model is built up based ontwo techniques, i.e., discretization of conditional attributes and fuzzification of class labels. First, inspired by the traditional decision tree (DT) induction algorithm, each conditional attribute is discretized into a number of intervals based on uncertainty reduction scheme. Then, the center and range of eachinterval are calculated as the mean and standard deviation of the values in it. Afterwards, the samples in the same intervals with regard to all the conditional attributes are merged as one record, and a fuzzification process is performed on the class labels. As a result, the original data set is transferred into a smaller one with fuzzy classes, and the interval ELM model is developed. Experimental comparisons demonstrate the feasibility and effectiveness of the proposed approach. |
| 收录类别 | SCI |
| 原文出处 | http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=7&SID=V1uqeNNfeIflXscRwpc&page=1&doc=1 |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/6904]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | JOURNAL OF INTELLIGENT & FUZZY SYSTEMS |
| 推荐引用方式 GB/T 7714 | Li, Yingjie,Wang, Ran,Shiu, Simon C. K.. Interval extreme learning machine for big data based on uncertainty reduction[J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS,2015. |
| APA | Li, Yingjie,Wang, Ran,&Shiu, Simon C. K..(2015).Interval extreme learning machine for big data based on uncertainty reduction.JOURNAL OF INTELLIGENT & FUZZY SYSTEMS. |
| MLA | Li, Yingjie,et al."Interval extreme learning machine for big data based on uncertainty reduction".JOURNAL OF INTELLIGENT & FUZZY SYSTEMS (2015). |
入库方式： OAI收割
来源：深圳先进技术研究院
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