El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes
Este trabajo es una reflexión sobre la construcción de modelos multi-agentes únicamente a partir de fenómenos monetarios, conforme al enfoque monetario à la Schumpeter en su forma ideal. Se elaboran principios generales para formalizar una población de agentes que interactúan en forma descentralizad...
- Autores:
-
Stellian, Rémi
Danna-Buitrago, Jenny Paola
- Tipo de recurso:
- Article of journal
- Fecha de publicación:
- 2019
- Institución:
- Universidad Externado de Colombia
- Repositorio:
- Biblioteca Digital Universidad Externado de Colombia
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- spa
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- https://bdigital.uexternado.edu.co/handle/001/12231
https://doi.org/10.18601/01245996.v22n42.07
- Palabra clave:
- Computational economics; monetary analysis; agent-based models; Schumpeter; complex systems
economía computacional; enfoque monetario; modelos multi-agentes; Schumpeter; sistemas complejos
economia computacional; abordagem monetária; modelos multi-agente; Schumpeter; sistemas complexos
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- openAccess
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- Rémi Stellian, Jenny Paola Danna-Buitrago - 2019
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dc.title.spa.fl_str_mv |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
dc.title.translated.eng.fl_str_mv |
The monetary approach a la Schumpeter: an application to multi-agent modeling |
title |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
spellingShingle |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes Computational economics; monetary analysis; agent-based models; Schumpeter; complex systems economía computacional; enfoque monetario; modelos multi-agentes; Schumpeter; sistemas complejos economia computacional; abordagem monetária; modelos multi-agente; Schumpeter; sistemas complexos |
title_short |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
title_full |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
title_fullStr |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
title_full_unstemmed |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
title_sort |
El enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentes |
dc.creator.fl_str_mv |
Stellian, Rémi Danna-Buitrago, Jenny Paola |
dc.contributor.author.spa.fl_str_mv |
Stellian, Rémi Danna-Buitrago, Jenny Paola |
dc.subject.eng.fl_str_mv |
Computational economics; monetary analysis; agent-based models; Schumpeter; complex systems |
topic |
Computational economics; monetary analysis; agent-based models; Schumpeter; complex systems economía computacional; enfoque monetario; modelos multi-agentes; Schumpeter; sistemas complejos economia computacional; abordagem monetária; modelos multi-agente; Schumpeter; sistemas complexos |
dc.subject.spa.fl_str_mv |
economía computacional; enfoque monetario; modelos multi-agentes; Schumpeter; sistemas complejos economia computacional; abordagem monetária; modelos multi-agente; Schumpeter; sistemas complexos |
description |
Este trabajo es una reflexión sobre la construcción de modelos multi-agentes únicamente a partir de fenómenos monetarios, conforme al enfoque monetario à la Schumpeter en su forma ideal. Se elaboran principios generales para formalizar una población de agentes que interactúan en forma descentralizada, utilizando solamente fenómenos monetarios; y después se implementan estos principios. El modelo resultante es un sistema dinámico no determinístico, cuyas simulaciones numéricas reproducen hechos estilizados en macroeconomía. El modelo se puede extender para ampliar su poder descriptivo y usarlo para diversas investigaciones económicas. |
publishDate |
2019 |
dc.date.accessioned.none.fl_str_mv |
2019-11-20 14:06:50 2022-09-09T21:18:14Z |
dc.date.available.none.fl_str_mv |
2019-11-20 14:06:50 2022-09-09T21:18:14Z |
dc.date.issued.none.fl_str_mv |
2019-11-20 |
dc.type.spa.fl_str_mv |
Artículo de revista |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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http://purl.org/coar/resource_type/c_6501 http://purl.org/coar/resource_type/c_6501 |
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http://purl.org/coar/version/c_970fb48d4fbd8a85 |
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Text |
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Journal article |
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http://purl.org/redcol/resource_type/ARTREF |
dc.type.version.spa.fl_str_mv |
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publishedVersion |
dc.identifier.doi.none.fl_str_mv |
10.18601/01245996.v22n42.07 |
dc.identifier.eissn.none.fl_str_mv |
2346-2450 |
dc.identifier.issn.none.fl_str_mv |
0124-5996 |
dc.identifier.uri.none.fl_str_mv |
https://bdigital.uexternado.edu.co/handle/001/12231 |
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https://doi.org/10.18601/01245996.v22n42.07 |
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10.18601/01245996.v22n42.07 2346-2450 0124-5996 |
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https://bdigital.uexternado.edu.co/handle/001/12231 https://doi.org/10.18601/01245996.v22n42.07 |
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spa |
language |
spa |
dc.relation.bitstream.none.fl_str_mv |
https://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/12105 https://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/8181 https://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/9687 |
dc.relation.citationedition.spa.fl_str_mv |
Núm. 42 , Año 2020 : Enero-Junio |
dc.relation.citationendpage.none.fl_str_mv |
186 |
dc.relation.citationissue.spa.fl_str_mv |
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dc.relation.citationvolume.spa.fl_str_mv |
22 |
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Revista de Economía Institucional |
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<p>Andersen, E. S. (2012). Schumpeter’s core works revisited: Resolved problems and remaining challenges. <em>Journal of Evolutionary Economics</em>, <em>22</em>(4), 621-625.</p> <p>Arena, R. y Salvadori, N. (2003). <em>Money, credit and the role of the state: Essays in honor of Augusto Graziani</em>. Londres: Ashgate.</p> <p>Benetti, C. y Cartelier, J. (1980). <em>Marchands, salariat et capitalistes</em>. Paris: La Découverte.</p> <p>Bhattacharjee, A. y Thoenissen, C. (2007). Money and monetary policy in DSGE models. <em>Manchester School</em>, 75, 88-122.</p> <p>Blanchard, O. (2016). ¿Tienen futuro los modelos DSGE? <em>Revista de Economía Institucional</em>, <em>18</em>(35), 39-46.</p> <p>Blanchard, O. y Johnson, D. R. (2013). <em>Macroeconomics</em>. Londres: Pearson.</p> <p>Caiani, A. Godin, A. et al. (2016). Agent based-stock flow consistent macroeconomics: Towards a benchmark model. <em>Journal of Economic Dynamics and Control</em>, 69, 375-408.</p> <p>Caraiani, P. (2016). The role of money in DSGE models: A forecasting perspective. <em>Journal of Macroeconomics</em>, <em>47</em>(B), 315-330.</p> <p>Cartelier, J. (2018). <em>Money, markets and capital: The case for a monetary analysis. </em>Londres: Routledge.</p> <p>Caverzasi, E. y Godin, A. (2015). Post-Keynesian stock-flow-consistent modelling: A survey. <em>Cambridge Journal of Economics</em>, <em>39</em>(1), 157-187.</p> <p>Cincotti, S., Raberto, M. et al. (2010). Credit money and macroeconomic instability in the agent-based model and simulator Eurace. <em>Economics: The Open Access Open-Assessment E-Journal</em>, <em>4</em>(2010-26), 1-32.</p> <p>Colander, D., Howitt, P. et al. (2008). Beyond DSGE models: Toward an empirically based macroeconomics. <em>American Economic Review</em>, <em>98</em>(2), 236-240.</p> <p>Deissenberg, C., Van der Hoog, S. et al. (2008). EURACE: A massively parallel agent-based model of the European economy. <em>Applied Mathematics and Computation</em>, <em>204</em>(2008), 541-552.</p> <p>Deleplace, G. (2003). A test of Schumpeter’s approach to money: The case of the sixteenth-century French monetary debate. En L. S. Moss (ed.), <em>Joseph A. Schumpeter, historian of economics: Perspectives on the history of economic thought </em>(pp. 155-166). Londres: Routledge.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2003). Financial fragility, patterns of firms’ entry and exit and aggregate dynamics. <em>Journal of Economic Behavior & Organization</em>, <em>51</em>(1), 79-97.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2007). Complex dynamics and empirical evidence. <em>Information Sciences</em>, <em>177</em>(5), 1204-1221.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2008). <em>Emergent Macroeconomics</em>. Berlin: Springer.</p> <p>Delli-Gatti, D., Gallegati, M. et al. (2010). The financial accelerator in an evolving credit network. <em>Journal of Economic Dynamics and Control</em>, <em>34</em>(9), 1627-1650.</p> <p>Delli-Gatti, D. y Desiderio, S. (2011). <em>Macroeconomics from the bottom-up</em>. Berlin: Springer-Verlag.</p> <p>D’Orazio, P. (2019). Income inequality, consumer debt, and prudential regulation: An agent-based approach to study the emergence of crises and financial instability. <em>Economic Modelling</em>.</p> <p>Dosi, G., Fagiolo, G. et al. (2013). Income distribution, credit and fiscal policies in an agent-based Keynesian model. <em>Journal of Economic Dynamics and Control</em>, <em>37</em>(8), 1598-1625.</p> <p>Dosi, G., Fagiolo, G. et al. (2015). Fiscal and monetary policies in complex evolving economies. <em>Journal of Economic Dynamics and Control</em>, <em>52</em>(C), 166-189.</p> <p>Epstein, J. M. (1999). Agent-based computational models and generative social science. <em>Complexity</em>, <em>4</em>(5), 41-60.</p> <p>Festré A. y Nasica, E. (2009). Schumpeter on money, banking and finance: An institutionalist perspective. <em>European Journal of the History of Economic Thought</em>, <em>16</em>(2), 325-356.</p> <p>Godley, W. y Lavoie, M. (2012). <em>Monetary economics: An integrated approach to credit, money, income, production and wealth</em>. Basingstoke: Palgrave Macmillan.</p> <p>Hein, E. (2008). <em>Money, distribution conflict and capital accumulation: Contributions to “monetary analysis”</em>. Basingstoke: Palgrave Macmillan.</p> <p>Hein, E. (2014). <em>Distribution and growth after Keynes: A post-Keynesian guide</em>. Cheltenham: Edward Elgar.</p> <p>Ingham, G. (2012). “Babylonian madness”: On the historical and sociological origins of money. En R. L. Wray (ed.), <em>Theories of money and banking </em>(pp. 80-105). Cheltenham: Edward Elgar.</p> <p>Lakomski-L., O. (2016). Joseph Schumpeter's credit view of money: A contribution to a “monetary analysis” of capitalism. <em>History of Political Economy</em>, <em>48</em>(3), 489-514.</p> <p>Larrosa, J. M. (2016). Agentes computacionales y análisis económico. <em>Revista de Economía Institucional</em>, <em>18</em>(34), 87-113.</p> <p>Lengnick, M. (2013). Agent-based macroeconomics: A baseline model. <em>Journal of Economic Behavior & Organization</em>, <em>86</em>(C), 102-120.</p> <p>Lorscheid, I., Heine, B.-O. et al. (2011). Opening the ‘black box’ of simulations: increased transparency and effective communication through the systematic design of experiments. <em>Computational and Mathematical Organization Theory</em>, 18, 22-62.</p> <p>Mishkin, F. S. (2014). <em>The Economics of money, banking and financial markets</em>. Essex: Pearson.</p> <p>Pasinetti, L. L. (2001). The principle of effective demand and its relevance in the long run. <em>Journal of Post Keynesian Economics</em>, <em>23</em>(3), 383-390.</p> <p>Penagos, G. y Stellian, R. (2019). Une introducion au calcul stochastique, avec une application à la modélisation macroéconomique multi-agents. <em>Quadrature</em>, 111, 17-24.</p> <p>Recchioni, M. C. y Sun, Y. (2016). An explicitly solvable Heston model with stochastic interest rate. <em>European Journal of Operational Research</em>, <em>249</em>(1), 359-377.</p> <p>Riccetti, L., Russo, A. et al. (2013). Leveraged network-based financial accelerator.<em> Journal of Economic Dynamics and Control</em>, <em>13</em>(8), 1626-1640.</p> <p>Riccetti, L., Russo, A. et al. (2016). Stock market dynamics, leveraged network-based financial accelerator and monetary policy.<em> International Review of Economics and Finance</em>, 43, 509-524.</p> <p>Rochon, L.-P. y Seccareccia, M. (2013). <em>Monetary economies of production: Banking and financial circuits and the role of the state</em>. Cheltenham: Edward Elgar.</p> <p>Rochon, L.-P. y Rossi, S. (2017). <em>Advances in endogenous money analysis</em>. Cheltenham: Edward Elgar.</p> <p>Schumpeter, J. A. (2015). <em>Historia del análisis económico </em>[1954]. Barcelona: Ariel.</p> <p>Sardoni, C. (2017). Circuitist and Keynesian approaches to money: A reconciliation? <em>Metroeconomica</em>, <em>68</em>(2), 205-227.</p> <p>Spuchľáková, E., Valašková, K. et al. (2015). The credit risk and its measurement, hedging and monitoring. <em>Procedia Economics and Finance</em>, 24, 675-681.</p> <p>Slanicay, M. (2014). Some notes on historical, theoretical, and empirical background of DSGE models. <em>Review of Economic Perspectives</em>, <em>14</em>(2), 145-164.</p> <p>Stellian, R. y Danna-B., J. (2017). Les modèles macroéconomiques multi-agents: la piste de l’approche monétaire. <em>Quadrature</em>, 105, 40-46.</p> <p>Stellian, R., Danna-B., J. P. et al. (2018). Fragilidad financiera empresarial y expectativas de ingresos: evidencias de un modelo multiagentes. <em>Cuadernos de Economía</em>, <em>37</em>(73), 225-254.</p> <p>Stiglitz, J. E. (2018). Where modern macroeconomics went wrong. <em>Oxford Review of Economic Policy</em>, <em>34</em>(1-2), 70-106.</p> <p>Taouil, R. (2001). <em>Leçons de macroéconomie</em>. Grenoble: Presses Universitaires de Grenoble.</p> <p>Tesfatsion, L. (2002). Agent-based computational economics: Growing economies from the bottom up. <em>Arti</em><em>fi</em><em>cial Life</em>, <em>8</em>(1), 55-82.</p> <p>Théret, B. (2008). <em>La monnaie dévoilée par ses crises</em>. París: EHESS.</p> <p>Tricou, F. (2013). The monetary constituents of capitalism. En F. Ülgen, R. Tortajada, M. Méaulle, y R. Stellian (eds.). <em>New contributions to monetary analysis: The foundations of an alternative economic paradigm</em> (pp. 135-154). Londres: Routledge.</p> <p>Ülgen, F. (2003). A methodological analysis: A new way to assess the Schumpeterian monetary paradigm. <em>Energeia</em>, <em>2</em>(1-2), 11-29.</p> <p>Ülgen, F. (2013). Is the financial innovation destruction creative? A Schumpeterian reappraisal. <em>Journal of Innovation Economics</em>, <em>11</em>(1), 231-249.</p> |
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Rémi Stellian, Jenny Paola Danna-Buitrago - 2019 |
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Stellian, Rémi18dfec33-3f0b-4bca-8406-7daa79c26688300Danna-Buitrago, Jenny Paola380a974e-2f7f-4b4a-8b15-c0e99c32447e2019-11-20 14:06:502022-09-09T21:18:14Z2019-11-20 14:06:502022-09-09T21:18:14Z2019-11-20Este trabajo es una reflexión sobre la construcción de modelos multi-agentes únicamente a partir de fenómenos monetarios, conforme al enfoque monetario à la Schumpeter en su forma ideal. Se elaboran principios generales para formalizar una población de agentes que interactúan en forma descentralizada, utilizando solamente fenómenos monetarios; y después se implementan estos principios. El modelo resultante es un sistema dinámico no determinístico, cuyas simulaciones numéricas reproducen hechos estilizados en macroeconomía. El modelo se puede extender para ampliar su poder descriptivo y usarlo para diversas investigaciones económicas.This paper is a discussion of the creation of agent-based models from the exclusive perspective of monetary phenomena. These correspond to Schumpeter’s monetary analysis in its ideal version. A set of general principles formalizes a population of agents interacting in a decentralized way on the sole basis of monetary phenomena. We make use of these principles, and the subsequent agent-based model is a dynamic, non-deterministic system, whose numerical simulations are able to mimic stylized facts in macroeconomics. Further extensions of the model make possible the expansion its descriptive power, and its use in economic research.text/htmlapplication/pdfapplication/xml10.18601/01245996.v22n42.072346-24500124-5996https://bdigital.uexternado.edu.co/handle/001/12231https://doi.org/10.18601/01245996.v22n42.07spaUniversidad Externado de Colombiahttps://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/12105https://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/8181https://revistas.uexternado.edu.co/index.php/ecoins/article/download/6258/9687Núm. 42 , Año 2020 : Enero-Junio1864215322Revista de Economía Institucional<p>Andersen, E. S. (2012). Schumpeter’s core works revisited: Resolved problems and remaining challenges. <em>Journal of Evolutionary Economics</em>, <em>22</em>(4), 621-625.</p> <p>Arena, R. y Salvadori, N. (2003). <em>Money, credit and the role of the state: Essays in honor of Augusto Graziani</em>. Londres: Ashgate.</p> <p>Benetti, C. y Cartelier, J. (1980). <em>Marchands, salariat et capitalistes</em>. Paris: La Découverte.</p> <p>Bhattacharjee, A. y Thoenissen, C. (2007). Money and monetary policy in DSGE models. <em>Manchester School</em>, 75, 88-122.</p> <p>Blanchard, O. (2016). ¿Tienen futuro los modelos DSGE? <em>Revista de Economía Institucional</em>, <em>18</em>(35), 39-46.</p> <p>Blanchard, O. y Johnson, D. R. (2013). <em>Macroeconomics</em>. Londres: Pearson.</p> <p>Caiani, A. Godin, A. et al. (2016). Agent based-stock flow consistent macroeconomics: Towards a benchmark model. <em>Journal of Economic Dynamics and Control</em>, 69, 375-408.</p> <p>Caraiani, P. (2016). The role of money in DSGE models: A forecasting perspective. <em>Journal of Macroeconomics</em>, <em>47</em>(B), 315-330.</p> <p>Cartelier, J. (2018). <em>Money, markets and capital: The case for a monetary analysis. </em>Londres: Routledge.</p> <p>Caverzasi, E. y Godin, A. (2015). Post-Keynesian stock-flow-consistent modelling: A survey. <em>Cambridge Journal of Economics</em>, <em>39</em>(1), 157-187.</p> <p>Cincotti, S., Raberto, M. et al. (2010). Credit money and macroeconomic instability in the agent-based model and simulator Eurace. <em>Economics: The Open Access Open-Assessment E-Journal</em>, <em>4</em>(2010-26), 1-32.</p> <p>Colander, D., Howitt, P. et al. (2008). Beyond DSGE models: Toward an empirically based macroeconomics. <em>American Economic Review</em>, <em>98</em>(2), 236-240.</p> <p>Deissenberg, C., Van der Hoog, S. et al. (2008). EURACE: A massively parallel agent-based model of the European economy. <em>Applied Mathematics and Computation</em>, <em>204</em>(2008), 541-552.</p> <p>Deleplace, G. (2003). A test of Schumpeter’s approach to money: The case of the sixteenth-century French monetary debate. En L. S. Moss (ed.), <em>Joseph A. Schumpeter, historian of economics: Perspectives on the history of economic thought </em>(pp. 155-166). Londres: Routledge.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2003). Financial fragility, patterns of firms’ entry and exit and aggregate dynamics. <em>Journal of Economic Behavior & Organization</em>, <em>51</em>(1), 79-97.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2007). Complex dynamics and empirical evidence. <em>Information Sciences</em>, <em>177</em>(5), 1204-1221.</p> <p>Delli-Gatti, D., Gaffeo, E. et al. (2008). <em>Emergent Macroeconomics</em>. Berlin: Springer.</p> <p>Delli-Gatti, D., Gallegati, M. et al. (2010). The financial accelerator in an evolving credit network. <em>Journal of Economic Dynamics and Control</em>, <em>34</em>(9), 1627-1650.</p> <p>Delli-Gatti, D. y Desiderio, S. (2011). <em>Macroeconomics from the bottom-up</em>. Berlin: Springer-Verlag.</p> <p>D’Orazio, P. (2019). Income inequality, consumer debt, and prudential regulation: An agent-based approach to study the emergence of crises and financial instability. <em>Economic Modelling</em>.</p> <p>Dosi, G., Fagiolo, G. et al. (2013). Income distribution, credit and fiscal policies in an agent-based Keynesian model. <em>Journal of Economic Dynamics and Control</em>, <em>37</em>(8), 1598-1625.</p> <p>Dosi, G., Fagiolo, G. et al. (2015). Fiscal and monetary policies in complex evolving economies. <em>Journal of Economic Dynamics and Control</em>, <em>52</em>(C), 166-189.</p> <p>Epstein, J. M. (1999). Agent-based computational models and generative social science. <em>Complexity</em>, <em>4</em>(5), 41-60.</p> <p>Festré A. y Nasica, E. (2009). Schumpeter on money, banking and finance: An institutionalist perspective. <em>European Journal of the History of Economic Thought</em>, <em>16</em>(2), 325-356.</p> <p>Godley, W. y Lavoie, M. (2012). <em>Monetary economics: An integrated approach to credit, money, income, production and wealth</em>. Basingstoke: Palgrave Macmillan.</p> <p>Hein, E. (2008). <em>Money, distribution conflict and capital accumulation: Contributions to “monetary analysis”</em>. Basingstoke: Palgrave Macmillan.</p> <p>Hein, E. (2014). <em>Distribution and growth after Keynes: A post-Keynesian guide</em>. Cheltenham: Edward Elgar.</p> <p>Ingham, G. (2012). “Babylonian madness”: On the historical and sociological origins of money. En R. L. Wray (ed.), <em>Theories of money and banking </em>(pp. 80-105). Cheltenham: Edward Elgar.</p> <p>Lakomski-L., O. (2016). Joseph Schumpeter's credit view of money: A contribution to a “monetary analysis” of capitalism. <em>History of Political Economy</em>, <em>48</em>(3), 489-514.</p> <p>Larrosa, J. M. (2016). Agentes computacionales y análisis económico. <em>Revista de Economía Institucional</em>, <em>18</em>(34), 87-113.</p> <p>Lengnick, M. (2013). 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A Schumpeterian reappraisal. <em>Journal of Innovation Economics</em>, <em>11</em>(1), 231-249.</p>Rémi Stellian, Jenny Paola Danna-Buitrago - 2019info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Esta obra está bajo una licencia internacional Creative Commons Atribución-NoComercial-CompartirIgual 4.0.http://creativecommons.org/licenses/by-nc-sa/4.0https://revistas.uexternado.edu.co/index.php/ecoins/article/view/6258Computational economics; monetary analysis; agent-based models; Schumpeter; complex systemseconomía computacional; enfoque monetario; modelos multi-agentes; Schumpeter; sistemas complejoseconomia computacional; abordagem monetária; modelos multi-agente; Schumpeter; sistemas complexosEl enfoque monetario a la Schumpeter: una aplicación a la modelación multiagentesThe monetary approach a la Schumpeter: an application to multi-agent modelingArtículo de revistahttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Textinfo:eu-repo/semantics/articleJournal articlehttp://purl.org/redcol/resource_type/ARTREFinfo:eu-repo/semantics/publishedVersionPublicationOREORE.xmltext/xml2609https://bdigital.uexternado.edu.co/bitstreams/25a4a852-d930-495a-a000-a41e8aee96c7/download735ee740cb95b54c1bbd93edfe04c50bMD51001/12231oai:bdigital.uexternado.edu.co:001/122312023-08-14 15:08:11.386http://creativecommons.org/licenses/by-nc-sa/4.0Rémi Stellian, Jenny Paola Danna-Buitrago - 2019https://bdigital.uexternado.edu.coUniversidad Externado de Colombiametabiblioteca@metabiblioteca.org |