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Open Access
Article
Publication date: 17 December 2019

Yingjie Yang, Sifeng Liu and Naiming Xie

The purpose of this paper is to propose a framework for data analytics where everything is grey in nature and the associated uncertainty is considered as an essential part in data…

1275

Abstract

Purpose

The purpose of this paper is to propose a framework for data analytics where everything is grey in nature and the associated uncertainty is considered as an essential part in data collection, profiling, imputation, analysis and decision making.

Design/methodology/approach

A comparative study is conducted between the available uncertainty models and the feasibility of grey systems is highlighted. Furthermore, a general framework for the integration of grey systems and grey sets into data analytics is proposed.

Findings

Grey systems and grey sets are useful not only for small data, but also big data as well. It is complementary to other models and can play a significant role in data analytics.

Research limitations/implications

The proposed framework brings a radical change in data analytics. It may bring a fundamental change in our way to deal with uncertainties.

Practical implications

The proposed model has the potential to avoid the mistake from a misleading data imputation.

Social implications

The proposed model takes the philosophy of grey systems in recognising the limitation of our knowledge which has significant implications in our way to deal with our social life and relations.

Originality/value

This is the first time that the whole data analytics is considered from the point of view of grey systems.

Details

Marine Economics and Management, vol. 2 no. 2
Type: Research Article
ISSN: 2516-158X

Keywords

Content available
Article
Publication date: 1 February 2004

Brian H. Rudall

278

Abstract

Details

Kybernetes, vol. 33 no. 2
Type: Research Article
ISSN: 0368-492X

Content available
Article
Publication date: 15 February 2008

Robert Vallée

226

Abstract

Details

Kybernetes, vol. 37 no. 1
Type: Research Article
ISSN: 0368-492X

Keywords

Content available
Article
Publication date: 1 June 2004

Cynthia J. Gamble

324

Abstract

Details

European Business Review, vol. 16 no. 3
Type: Research Article
ISSN: 0955-534X

Keywords

Content available
Article
Publication date: 1 October 2001

Bernard Scott and Ranulph Glanville

330

Abstract

Details

Kybernetes, vol. 30 no. 7/8
Type: Research Article
ISSN: 0368-492X

Content available
Article
Publication date: 1 June 1999

Jennifer Taylor

776

Abstract

Details

European Business Review, vol. 99 no. 3
Type: Research Article
ISSN: 0955-534X

Keywords

Content available
Article
Publication date: 1 February 2013

Magnus Ramage, David Chapman and Chris Bissell

304

Abstract

Details

Kybernetes, vol. 42 no. 2
Type: Research Article
ISSN: 0368-492X

Content available
Article
Publication date: 1 June 2001

Jennifer Taylor

145

Abstract

Details

European Business Review, vol. 13 no. 3
Type: Research Article
ISSN: 0955-534X

Keywords

Content available
Article
Publication date: 1 July 2001

Bernard Scott

299

Abstract

Details

Kybernetes, vol. 30 no. 5/6
Type: Research Article
ISSN: 0368-492X

Content available
Article
Publication date: 1 June 2001

305

Abstract

Details

Kybernetes, vol. 30 no. 4
Type: Research Article
ISSN: 0368-492X

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