The Principle of Justifiable Granularity and an Optimization of Information Granularity Allocation as Fundamentals of Granular Computing


Witold Pedrycz, Journal of Information Processing Systems Vol. 7, No. 3, pp. 397-412, Jun. 2011  

10.3745/JIPS.2011.7.3.397
Keywords: Information Granularity, Principle of Justifiable Granularity, Knowledge management, Optimal Granularity Allocation
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Abstract

Granular Computing has emerged as a unified and coherent framework of designing, processing, and interpretation of information granules. Information granules are formalized within various frameworks such as sets (interval mathematics), fuzzy sets, rough sets, shadowed sets, probabilities (probability density functions), to name several the most visible approaches. In spite of the apparent diversity of the existing formalisms, there are some underlying commonalities articulated in terms of the fundamentals, algorithmic developments and ensuing application domains. In this study, we introduce two pivotal concepts: a principle of justifiable granularity and a method of an optimal information allocation where information granularity is regarded as an important design asset. We show that these two concepts are relevant to various formal setups of information granularity and offer constructs supporting the design of information granules and their processing. A suite of applied studies is focused on knowledge management in which case we identify several key categories of schemes present there.


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Cite this article
[APA Style]
Witold Pedrycz (2011). The Principle of Justifiable Granularity and an Optimization of Information Granularity Allocation as Fundamentals of Granular Computing. Journal of Information Processing Systems, 7(3), 397-412. DOI: 10.3745/JIPS.2011.7.3.397.

[IEEE Style]
W. Pedrycz, "The Principle of Justifiable Granularity and an Optimization of Information Granularity Allocation as Fundamentals of Granular Computing," Journal of Information Processing Systems, vol. 7, no. 3, pp. 397-412, 2011. DOI: 10.3745/JIPS.2011.7.3.397.

[ACM Style]
Witold Pedrycz. 2011. The Principle of Justifiable Granularity and an Optimization of Information Granularity Allocation as Fundamentals of Granular Computing. Journal of Information Processing Systems, 7, 3, (2011), 397-412. DOI: 10.3745/JIPS.2011.7.3.397.