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In this paper, we first briefly review the concept of big data, including its definition, features, and value. We then present background technology for big data summarization brings to us. The objective of this paper is to discuss the big data summarization framework, challenges and possible solutions as well as methods of evaluation for big data summarization. Finally, we conclude the paper with a discussion of open problems and future directions..doi:10.5121/acii.2016.3401 fatcat:jshfr2clf5cgxjwz7zbmnfz3n4