期刊
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS
卷 8, 期 3, 页码 422-437出版社
ATLANTIS PRESS
DOI: 10.1080/18756891.2015.1017377
关键词
Hadoop; MapReduce; Rules fusion; Fuzzy rule based classification systems; Big data
资金
- Spanish Ministry of Science and Technology [TIN2011-28488]
- Andalusian Research Plans [P12-TIC-2958, P11-TIC-7765, P10-TIC-6858]
The big data term is used to describe the exponential data growth that has recently occurred and represents an immense challenge for traditional learning techniques. To deal with big data classification problems we propose the Chi-FRBCS-BigData algorithm, a linguistic fuzzy rule-based classification system that uses the MapReduce framework to learn and fuse rule bases. It has been developed in two versions with different fusion processes. An experimental study is carried out and the results obtained show that the proposal is able to handle these problems providing competitive results.
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