图 书 馆
对等网络中的级联的方法Cascade RSVM in Peer-to-Peer Networks |
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| 课程网址: | http://videolectures.net/ecmlpkdd08_gopalkrishnan_crip/ |
| 主讲教师: | Wee Keong Ng; Hock Hee Ang; Vivekanand Gopalkrishnan; Steven C. H. Hoi |
| 开课单位: | 南洋理工大学 |
| 开课时间: | 信息不详。欢迎您在右侧留言补充。 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | The goal of distributed learning in P2P networks is to achieve results as close as possible to those from centralized approaches. Learning models of classification in a P2P network faces several challenges like scalability, peer dynamism, asynchronism and data privacy preservation. In this paper, we study the feasibility of building SVM classifiers in a P2P network. We show how cascading SVM can be mapped to a P2P network of data propagation. Our proposed P2P SVM provides a method for constructing classifiers in P2P networks with classification accuracy comparable to centralized classifiers and better than other distributed classifiers. The proposed algorithm also satisfies the characteristics of P2P computing and has an upper bound on the communication overhead. Extensive experimental results confirm the feasibility and attractiveness of this approach. |
| 关 键 词: | 支持向量机; 计算机科学; P2P |
| 课程来源: | 视频讲座网 |
| 最后编审: | 2020-05-23：杨雨(课程编辑志愿者) |
| 阅读次数: | 26 |