A genetic algorithm for a creativity matrix cubic space clustering: A case study in Mazandaran Gas Company

Creativity is a promoting factor in organizations. Having employees in structured and organized configurations in a creative manner, helps in improving the productivity. We investigate different structural aspects of teams' network organization and the creativity within a knowledge development program (KDP). The proposed methodology being equipped with a heuristic clustering technique, classifies the employees with respect to creativity parameters and configures a creativity matrix. Applying the creativity matrix, clustering is performed via mathematical programming. For large problems, a genetic algorithm (GA) is developed to solve the mathematical model. We also employ the Taguchi method to evaluate the effects of different operators and parameters on the performance of GA. A case study conducted in Mazandaran Gas Company in Iran illustrates the applicability and effectiveness of the proposed methodology.

[1]  Shulamith Kreitler,et al.  The Cognitive Profile of Creativity in Design. , 2011 .

[2]  Teresa M. Amabile,et al.  Leader Behaviors and the Work Environment for Creativity: Perceived Leader Support , 2004 .

[3]  Joel A. C. Baum,et al.  Survival-enhancing learning in the Manhattan hotel industry , 1998 .

[4]  J. Pinto,et al.  Variations in Critical Success Factors Over the Stages in the Project Life Cycle , 1988 .

[5]  B. Flyvbjerg,et al.  Megaprojects and Risk: An Anatomy of Ambition , 2003 .

[6]  Jin Nam Choi,et al.  Effects of team knowledge management on the creativity and financial performance of organizational teams , 2012 .

[7]  Joanne E. Oxley,et al.  The Scope and Governance of International R&D Alliances , 2003 .

[8]  Ezra W. Zuckerman,et al.  Networks, Diversity, and Productivity: The Social Capital of Corporate R&D Teams , 2001 .

[9]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[10]  B. Uzzi,et al.  The Sources and Consequences of Embeddedness for the Economic Performance of Organizations: The Network Effect , 1996 .

[11]  Eric D. Darr,et al.  The Acquisition, Transfer, and Depreciation of Knowledge in Service Organizations: Productivity in Franchises , 1995 .

[12]  R. Reiter-Palmon,et al.  Leadership and creativity: Understanding leadership from a creative problem-solving perspective , 2004 .

[13]  T. R. Bement,et al.  Taguchi techniques for quality engineering , 1995 .

[14]  Jan Kratzer,et al.  Virtuality, communication, and new product team creativity: a social network perspective , 2003 .

[15]  Morten T. Hansen,et al.  The Search-Transfer Problem: The Role of Weak Ties in Sharing Knowledge across Organization Subunits , 1999 .

[16]  Ray Reagans,et al.  Network Structure and Knowledge Transfer: The Effects of Cohesion and Range , 2003 .

[17]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[18]  Vassilis Moustakis,et al.  On the Relationship between Individual Creativity and Time Management. , 2010 .

[19]  Wenpin Tsai Knowledge Transfer in Intraorganizational Networks: Effects of Network Position and Absorptive Capacity on Business Unit Innovation and Performance , 2001 .

[20]  Preston G. Smith,et al.  From experience: leading dispersed teams , 2002 .

[21]  Pieter Terlouw,et al.  Improving Performance of Product Development Teams through Managing Polarity , 2001 .

[22]  Gabriel Szulanski Exploring internal stickiness: Impediments to the transfer of best practice within the firm , 1996 .

[23]  Jan Kratzer,et al.  The social network among engineering design teams and their creativity: A case study among teams in two product development programs , 2010 .

[24]  Susan A. Brown,et al.  Individual creativity in teams: The importance of communication media mix , 2010, Decis. Support Syst..

[25]  C. Shalley,et al.  The Social Side of Creativity: A Static and Dynamic Social Network Perspective , 2003 .

[26]  P. Ingram,et al.  Friendships among Competitors in the Sydney Hotel Industry1 , 2000, American Journal of Sociology.