A Hierarchical Multi-Attribute System Approach to Personnel Selection

In this paper, an approach to decision making in managing human resources that integrates multi-attribute decision making techniques with expert systems is described. The approach is based on the explicit articulation of qualitative decision knowledge which is represented by a tree of attributes and decision rules. The decision making process is supported by DEXi, a specialized expert system shell for interactive construction of the knowledge base, evaluation of options, and explanation of the results. Practical use of the shell is illustrated by an application in the field of personnel selection for a top manager position.

[1]  Saso Dzeroski,et al.  Combining Classifiers with Meta Decision Trees , 2003, Machine Learning.

[2]  Evangelos Triantaphyllou,et al.  Multi-criteria Decision Making Methods: A Comparative Study , 2000 .

[3]  D. Borst,et al.  Human resource management. , 2001, Occupational medicine.

[4]  P. Williams Practice management. , 2005, The Alpha omegan.

[5]  John S. Edwards Expert Systems: A Decision Support Approach. , 1991 .

[6]  Vladislav Rajkovic,et al.  Applications of qualitative multi-attribute decision models in health care , 2000, Int. J. Medical Informatics.

[7]  Dunja Mladenic,et al.  Data Mining and Decision Support , 2003 .

[8]  Robert M. O’Keefe,et al.  The evaluation of decision-aiding systems: Guidelines and methods , 1989, Inf. Manag..

[9]  Angela Baron,et al.  Performance Management : The New Realities , 1998 .

[10]  Marko Bohanec,et al.  DEX: An Expert System Shell for Decision Support • , 1990 .

[11]  Vladimir Batagelj,et al.  Knowledge engineering techniques for utility identification , 1988 .

[12]  Robert T. Clemen,et al.  Making Hard Decisions: An Introduction to Decision Analysis , 1997 .

[13]  Håkan L. S. Younes Current Tools for Assisting Intelligent Agents in Real-time Decision Making , 1999 .

[14]  Salvatore Greco,et al.  Rough sets methodology for sorting problems in presence of multiple attributes and criteria , 2002, Eur. J. Oper. Res..

[15]  Wayne F. Cascio,et al.  Applied psychology in personnel management , 1978 .

[16]  Eileen M. Milner,et al.  Managing Information and Knowledge in the Public Sector , 2000 .

[17]  Steven M. Brown,et al.  Personnel Administration in Edu cation : A Management Approach. By Ronald W. Rebore. Englewood Cliffs, N.J.: Prentice-Hall, 1982 , 1982 .

[18]  Efrem G. Mallach,et al.  Decision Support and Data Warehouse Systems , 2000 .