A neural network-based approach of quantifying relative importance among various determinants toward organizational innovation

Expert Systems with Applications

Volumn 38, Issue 10, 2011, Pages 13064-13072

  Wong, T C ^a   Wong, S Y ^a   Chin, K S ^a  

^a CITY UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

Analytical hierarchy process; Neural network; Organizational innovation; Relative importance

Indexed keywords

ANALYTICAL HIERARCHY PROCESS; BUSINESS ENVIRONMENTS; CRITICAL DETERMINANT; INDUSTRIAL SURVEYS; INNOVATION MANAGEMENT; KEY DETERMINANTS; MODELING ACCURACY; MULTIPLE LINEAR REGRESSIONS; NETWORK-BASED APPROACH; NON-LINEAR LEAST SQUARES; ORGANIZATIONAL CONTEXT; ORGANIZATIONAL INNOVATION; RELATIVE IMPORTANCE;

COMPETITION; INNOVATION; LEAST SQUARES APPROXIMATIONS; LINEAR REGRESSION; SURVEYS;

NEURAL NETWORKS;

EID: 79958018639     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.04.113     Document Type: Article

References (49)

1. R. Adams, J. Bessant, and R. Phelps Innovation management measurement: A review International Journal of Management Reviews 8 10 2006 21 47 (Pubitemid 43536603)
2. P.K. Ahmed Benchmarking innovation best practice Benchmarking for Quality Management and Technology 5 1 1998 45 58
3. D.A. Aranda, and L.M. Molina-Fernandez Determinants of innovation through a knowledge-based theory lens Industrial Management & Data System 102 5 2002 289 296 (Pubitemid 34854292)
4. D.M. Bates, and D.G. Watts Nonlinear regression and its applications 1988 Wiley New York
5. V. Belton A comparison of the analytical hierarchy process and a simple multi-attribute value function European Journal of Operational Research 26 1986 7 21 (Pubitemid 16614581)
6. C.M. Bishop Neural networks for pattern recognition 1995 Clarendon Press Oxford
7. P. Cook The creativity advantage - Is your organization the leader of the pack? Industrial and Commercial Training 30 5 1998 179 184
8. J.R. Cooper A multidimensional approach to the adoption of innovation Management Decision 36 8 1998 493 502 (Pubitemid 128130188)
9. A. Cottam, J. Ensor, and C. Band A benchmark study of strategic commitment to innovation European Journal of Innovation Management 4 2 2001 88 94
10. F. Damanpour Organizational innovation: A meta-analysis of effects of determinants and moderators Academy of Management Journal 34 3 1991 555 590
11. W.-J. Deng, W.-C. Chen, and W. Pei Back-propagation neural network based importance-performance analysis for determining critical service attributes Expert Systems with Applications 34 2008 1115 1125 (Pubitemid 350117481)
12. W.-J. Deng, and W. Pei Fuzzy neural based importance-performance analysis for determining critical service attributes Expert Systems with Applications 36 2009 3774 3784
13. S. Fang, K. Hong, G.W. Bock, and I. Kim Knowledge management and process innovation: The knowledge transformation path in Samsung SDI Knowledge Management and Process Innovation 6 5 2002 479 485
14. S.P. Feldman How organizational culture can affect innovation Organizational Dynamic 17 1 1988 57 68
15. G.D. Garson Interpreting neural-network connection weights AI Expert 6 1991 47 51
16. P. Harborne, and A. Johne Creating a project climate for successful product innovation European Journal of Innovation Management 6 2 2003 118 132 (Pubitemid 36536454)
17. B. Hobbs, M. Aubry, and D. Thuillier The project management office as an organizational innovation International Journal of Project Management 26 2008 547 555
18. P. Howes, and N. Crook Using input parameter influences to support the decisions of feedforward neural networks Neurocomputing 24 1999 191 206 (Pubitemid 29098854)
19. M.Y. Hu, and C. Tsoukalas Explaining consumer choice through neural networks: The stacked generalization approach European Journal of Operational Research 146 2003 650 660
20. Z. Huang, H. Chen, C.-J. Hsu, H.-W. Chen, and S. Wu Credit rating analysis with support vector machine and neural networks: A market comparative study Decision Support Systems 37 2004 543 558
21. D.I. Jung, C. Chow, and A. Wu The role of transformational leadership in enhancing organizational innovation: Hypotheses and some preliminary findings The Leadership Quarterly 14 2003 525 544 (Pubitemid 37244274)
22. M. Kakati Success criteria in high-tech new ventures Technovation 23 2003 447 457
23. A. Keegan, and J.R. Turner The management of innovation in project-based firms Long Range Planning 25 2002 367 388 (Pubitemid 35348474)
24. D.E. Krause Influence-based leadership as a determinant of the inclination to innovate and of innovation-related behaviors: An empirical investigation The Leadership Quarterly 15 2004 79 102 (Pubitemid 38305100)
25. E.C. Martins, and F. Terblanche Building organizational culture that stimulates creativity and innovation European Journal of Innovation Management 6 1 2003 64 74 (Pubitemid 36345292)
26. A.D. Meyer, and J.B. Goes Organizational assimilation of innovations: A multilevel contextual analysis Academy of Management Journal 31 4 1988 897 923
27. M.D. Mumford, and B. Licuanan Leading for innovation: Conclusions, issues and directions The Leadership Quarterly 15 2004 163 171 (Pubitemid 38305104)
28. M.D. Mumford, G.M. Scott, B. Gaddis, and J.M. Strange Leading creative people: Orchestrating expertise and relationships The Leadership Quarterly 13 2002 705 750
29. R.H. Myers Classical and modern regression with application 2nd ed. 1990 PWS-KENT Boston
30. J.D. Olden, and D.A. Jackson Illuminating the "black box": A randomization approach for understanding variable contributions in artificial neural networks Ecological Modelling 154 2002 135 150 (Pubitemid 34793582)
31. J.D. Olden, M.K. Joy, and R.G. Death An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data Ecological Modelling 178 2004 389 397 (Pubitemid 38946674)
32. G. Perez-Bustamante Knowledge management in agile innovative organizations Journal of Knowledge Management 3 1 1999 6 17
33. M. Perzyk, R. Biernacki, and A. Kochański Modeling of manufacturing processes by learning systems: The naïve Bayesian classifier versus artificial neural networks Journal of Materials Processing Technology 164-165 2005 1430 1435 (Pubitemid 40584562)
34. G. Prasracos, K. Soderquist, Y. Spanos, and L.V. Wassenhove An integrated framework for managing change in the new competitive landscape European Management Journal 20 1 2002 55 71
35. T.L. Saaty Fundamentals of decision making and priority theory with the analytic hierarchy process 2000 RWS USA
36. K. Soderquist, J.J. Chanaron, and J. Motwani Managing innovation in French small and medium sized enterprises: An empirical study Benchmarking for Quality Management and Technology 4 4 1997 259 272
37. A.H. Sung Ranking importance of input parameters of neural networks Expert Systems with Applications 15 1998 405 411 (Pubitemid 128422961)
38. J. Swan, S. Newell, H. Scarbrough, and D. Hislop Knowledge management and innovation: Networked and networking Journal of Knowledge Management 3 4 1999 262 275
39. H.K. Tang An integrative model of innovation in organizations Technovation 18 5 1998 297 309 (Pubitemid 128432111)
40. F. Tomala, and O. Sénéchal Innovation management: A synthesis of academic and industrial points of view International Journal of Project Management 22 2004 281 287 (Pubitemid 38403723)
41. S.-H. Tsaur, Y.-C. Chiu, and C.-H. Huang Determinants of guest loyalty to international tourist hotels - A neural network approach Tourism Management 23 2002 397 405 (Pubitemid 34653482)
42. G. Ulusoy An assessment of supply chain and innovation management practices in the manufacturing industries in Turkey International Journal of Production Economics 86 2003 251 270
43. Y.-M. Wang, and T.M.S. Elhag A comparison of neural network, evidential reasoning and multiple regression analysis in modeling bridge risks Expert Systems with Application 32 2007 336 348 (Pubitemid 44647803)
44. H. White Connectionist nonparametric regression: Multilayer feedforward networks can learn arbitrary mappings Neural Networks 3 1990 535 549
45. R.A. Wolfe Organizational innovation: Review, critique and suggested research Journal of Management Studies 31 3 1994 405 431
46. S.Y. Wong, and K.S. Chin Organizational innovation management: An organization-wide perspective Industrial Management and Data Systems 107 9 2007 1290 1315
47. Y. Yoon, T. Guimaraes, and G. Swales Integrating artificial neural networks with rule-based expert systems Decision Support Systems 11 1994 497 507
48. L. Yu, S. Wang, and K.K. Lai Credit risk assessment with a multistage neural network ensemble learning approach Expert Systems with Applications 34 2008 1434 1444 (Pubitemid 350117510)
49. F. Zahedi The analytic hierarchy process - A survey of the method and its application Interfaces 16 4 1986 96 108