MapReduce Approach to Collective Classification for Networks
- Cite this paper as:
- Indyk W., Kajdanowicz T., Kazienko P., Plamowski S. (2012) MapReduce Approach to Collective Classification for Networks. In: Rutkowski L., Korytkowski M., Scherer R., Tadeusiewicz R., Zadeh L.A., Zurada J.M. (eds) Artificial Intelligence and Soft Computing. ICAISC 2012. Lecture Notes in Computer Science, vol 7267. Springer, Berlin, Heidelberg
The collective classification problem for big data sets using MapReduce programming model was considered in the paper. We introduced a proposal for implementation of label propagation algorithm in the network. The method was examined on real dataset in telecommunication domain. The results indicated that it can be used to classify nodes in order to propose new offerings or tariffs to customers.
KeywordsMapReduce collective classification classification in networks label propagation
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