An overview on the roles of fuzzy set techniques in big data processing: Trends, challenges and opportunities

作者:

Highlights:

• Summarize which fuzzy techniques have emerged in big data problems.

• Review when and why fuzzy techniques work in big data.

• Present a critical analysis on the contributions.

• Review the big data challenges and their relevance to fuzzy techniques.

• Propose potential opportunities to guide further developments.

摘要

•Summarize which fuzzy techniques have emerged in big data problems.•Review when and why fuzzy techniques work in big data.•Present a critical analysis on the contributions.•Review the big data challenges and their relevance to fuzzy techniques.•Propose potential opportunities to guide further developments.

论文关键词:Big data,Data-intensive science,Fuzzy sets,Fuzzy logic,Granular computing

论文评审过程:Received 8 July 2016, Revised 29 October 2016, Accepted 13 November 2016, Available online 14 November 2016, Version of Record 12 January 2017.

论文官网地址:https://doi.org/10.1016/j.knosys.2016.11.008