2013
DOI: 10.1007/s10588-013-9159-9
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A complex adaptive systems perspective of innovation diffusion: an integrated theory and validated virtual laboratory

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Cited by 43 publications
(28 citation statements)
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“…Mathematical modeling is particularly suitable for this type of knowledge diffusion research because of its ability to provide the ability to investigate a dynamic phenomenon whose outcomes are nonobvious, and not predetermined (Kiesling et al, 2012;Nan et al, 2014). Another advantage is that mathematical modeling, minimizes context-and population-specific biases, allowing for more generalizable conclusions.…”
Section: Research Objectivesmentioning
confidence: 99%
“…Mathematical modeling is particularly suitable for this type of knowledge diffusion research because of its ability to provide the ability to investigate a dynamic phenomenon whose outcomes are nonobvious, and not predetermined (Kiesling et al, 2012;Nan et al, 2014). Another advantage is that mathematical modeling, minimizes context-and population-specific biases, allowing for more generalizable conclusions.…”
Section: Research Objectivesmentioning
confidence: 99%
“…Appreciating this, Geels [22] Multi Level Perspective (MLP) theory refers to three levels: technological niches, socio-technical regimes and exogenous socio-technical landscape, that should align for innovation breakthroughs to occur. Nan et al [23] expand on the specific attributes and characteristics that support innovation diffusion in complex adaptive systems, providing a framework for analysis of the case-study projects investigated in this paper.…”
Section: Innovation In Complex Adaptive Systemsmentioning
confidence: 99%
“…At the level of the technological niche or innovation, they highlight three key attributes that can influence adoption: (1) relative advantage, or the additional potential value available via the innovation; (2) network externalities, the external influences and context in which the innovation exists, including the extent to which innovation value increases as more members of the population adopt it; and (3) arduousness, the effort required by adopters in order to implement and gain value from the innovation [23]. Regarding the socio-technological regime, they offer the AMC framework on diffusion of innovations, where A is 'Awareness', M 'Motivation', and C 'Capability'-three key factors for success in innovation diffusion.…”
Section: Innovation In Complex Adaptive Systemsmentioning
confidence: 99%
“…Em um sistema adaptativo, "agentes representam as unidades básicas do processo da tomada de decisão" [13] (p. 55). Um modelo baseado em agentes utiliza uma abstração bottom up, baseada em agentes com funções simples.…”
Section: Modelo De Tt Baseado Em Agentesunclassified
“…No caso de modelos para TT, essas características são interessantes para a construção de um mapa das conexões lógicas em nível micro e macro [13]. Porém, na revisão da literatura, os elementos de abstração pouco são explorados em conjunto, desconsiderando os mecanismos de competição e cooperação associados ao ecossistema em que os atores interagem.…”
Section: Modelo De Tt Baseado Em Agentesunclassified