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Pseudo-NK: an Enhanced Model of Complexity

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Marco Valente

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Abstract

This paper is based on the acknowledgment that NK models are an extremely usefu l tool in order to represent and study the complexity stemming from interactions among components of a system. For this reason NK models have been applied in many domains, such as Organizational Sciences and Economics, as a simple and powerful tool for the representation of complexity. However, the paper suggests that NK suffers from un-necessary limitations and difficulties due to its peculiar implementation, originally devised for biological phenomena. We suggest that it is possible to devise alternative implementations of NK that, though maintaining the core aspects of the NK model, remove its major limitations to applications in new domains. The paper proposes one such a model, called pseudo-NK (pNK) model, which we describe and test. The proposed model appears to be able to replicate most, if not all, the properties of standard NK models, but also to offer wider possibilities. Namely, pNK uses real-valued (instead of binary) dimensions forming the landscape and allows for gradual levels of interaction among components (instead of presence-absence). These extensions provide the possibility to maintain the approach at the original of NK (and therefore, the compatibility with former results) and extend the application to further domains, where the limitations posed by NK are more striking.

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Publisher Info
Paper provided by Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy in its series LEM Papers Series with number 2008/26.

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Date of creation: 20 Nov 2008
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Handle: RePEc:ssa:lemwps:2008/26

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Related research
Keywords: NK model; Simulation models; Complexity; Interactions;

Find related papers by JEL classification:
C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Statistical Simulation Methods
D20 - Microeconomics - - Production and Organizations - - - General
D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search, Learning, and Information
L23 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Organization of Production
O31 - Economic Development, Technological Change, and Growth - - Technological Change - - - Innovation and Invention: Processes and Incentives
O32 - Economic Development, Technological Change, and Growth - - Technological Change - - - Management of Technological Innovation and R&D

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  1. Tommaso Ciarli & Riccardo Leoncini & Sandro Montresor & Marco Valente, 2008. "Technological change and the vertical organization of industries," Journal of Evolutionary Economics, Springer, vol. 18(3), pages 367-387, August. [Downloadable!] (restricted)
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  1. Tommaso Ciarli & Riccardo Leoncini & Sandro Montresor & Marco Valente, 2008. "Technological change and the vertical organization of industries," Journal of Evolutionary Economics, Springer, vol. 18(3), pages 367-387, August. [Downloadable!] (restricted)
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