DESINING AN EXPERT SYSTEM FOR ANALYZING THE ENERGY CONSUMPTION BEHAVIOR OF EMPLOYEES IN ORGANIZATIONS USING ROUGH SET THEORY

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KARIMI TOORAJ

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Journal Paper

Paper Information

Journal: JOURNAL OF INFORMATION TECHNOLOGY MANAGEMENT Year:2015 | Volume:7 | Issue:2 Page(s): 363-384

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Title

DESINING AN EXPERT SYSTEM FOR ANALYZING THE ENERGY CONSUMPTION BEHAVIOR OF EMPLOYEES IN ORGANIZATIONS USING ROUGH SET THEORY

Author(s)

KARIMI TOORAJ | Issue Writer Certificate

Keywords

ENERGY CONSUMPTION BEHAVIORQ2

ROSETTAQ2

ROUGH SET THEORYQ2

RULE INDUCTIONQ2

Abstract

Understanding and changing the ENERGY CONSUMPTION BEHAVIOR requires extensive knowledge about the motives of behavior. In this research, ROUGH SET THEORY is used to investigate the ENERGY CONSUMPTION BEHAVIOR of employees in organizations. So, thirteen condition attributes and a decision attribute are selected and the decision system is created. Condition attributes include demographic, values, attitudes and organizational characteristics of employees and decision attribute relates to ENERGY CONSUMPTION BEHAVIOR. 482 employees are selected randomly from 37 office buildings of ministry of Petroleum and rough modeling are performed for them. By combining different methods of discretizing, reduction algorithms and rule generating, nine models are made using ROSETTA software. The results show that four of the 13 condition attributes, involving “organizational citizenship”, “satisfaction”, “attitude toward behavior” and “lighting control” are selected as the main features of the system. After cross validation of the various models, the model of manually discretizing using genetic algorithms and ORR approach to extract reducts has the most accuracy and selected as the most reliable model.

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APA: Copy

KARIMI, TOORAJ. (2015). DESINING AN EXPERT SYSTEM FOR ANALYZING THE ENERGY CONSUMPTION BEHAVIOR OF EMPLOYEES IN ORGANIZATIONS USING ROUGH SET THEORY. JOURNAL OF INFORMATION TECHNOLOGY MANAGEMENT, 7(2), 363-384. SID. https://sid.ir/paper/140485/en

Vancouver: Copy

KARIMI TOORAJ. DESINING AN EXPERT SYSTEM FOR ANALYZING THE ENERGY CONSUMPTION BEHAVIOR OF EMPLOYEES IN ORGANIZATIONS USING ROUGH SET THEORY. JOURNAL OF INFORMATION TECHNOLOGY MANAGEMENT[Internet]. 2015;7(2):363-384. Available from: https://sid.ir/paper/140485/en

IEEE: Copy

TOORAJ KARIMI, “DESINING AN EXPERT SYSTEM FOR ANALYZING THE ENERGY CONSUMPTION BEHAVIOR OF EMPLOYEES IN ORGANIZATIONS USING ROUGH SET THEORY,” JOURNAL OF INFORMATION TECHNOLOGY MANAGEMENT, vol. 7, no. 2, pp. 363–384, 2015, [Online]. Available: https://sid.ir/paper/140485/en

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