Structural One-Class Support Vector Machine on Hadoop
- 10.2991/jimet-15.2015.95How to use a DOI?
- (S)OCSVM, Big Data, MapReduce, Hadoop
SOCSVM, as the derivative algorithm of OCSVM, is powerful in One-Class Classification. But in big data era, the computing and the storage requirement increase rapidly with the number of training vectors, putting many practical problems out of reach. For applying SOCSVM to large scale data mining, parallel SOCSVM is proposed by means of the idea of MapReduce and the iterative Hadoop model. The experiment results show SOCSVM on Hadoop is efficiency on practical problems.
- © 2015, the Authors. Published by Atlantis Press.
- Open Access
- This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).
Cite this article
TY - CONF AU - Yuxing Qian AU - Aimin Feng PY - 2015/12 DA - 2015/12 TI - Structural One-Class Support Vector Machine on Hadoop BT - Proceedings of the 2015 Joint International Mechanical, Electronic and Information Technology Conference PB - Atlantis Press SP - 506 EP - 510 SN - 2352-538X UR - https://doi.org/10.2991/jimet-15.2015.95 DO - 10.2991/jimet-15.2015.95 ID - Qian2015/12 ER -