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Volumn 7, Issue 1, 2001, Pages 39-47

Brave new modeling: Cellular automata and artificial neural networks for mastering complexity in economics

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EID: 85030625719     PISSN: 10762787     EISSN: 10990526     Source Type: Journal    
DOI: 10.1002/cplx.10011     Document Type: Article
Times cited : (7)

References (51)
  • 1
    • 85040487108 scopus 로고    scopus 로고
    • Grand challenge or toy story
    • Bradbury, R. Grand challenge or toy story. Complex Int 1996, 3, http://www.csu.edu.au/ci/vol03/roger.htm.
    • (1996) Complex Int , pp. 3
    • Bradbury, R.1
  • 2
    • 84925136074 scopus 로고    scopus 로고
    • Advancing the art of simulation in the social sciences
    • Axelrod, R. Advancing the art of simulation in the social sciences. Complexity 1997, 3, 16–22.
    • (1997) Complexity , vol.3 , pp. 16-22
    • Axelrod, R.1
  • 3
    • 84879473756 scopus 로고    scopus 로고
    • Fundamental sources of unpredictability
    • Gell-Mann, M. Fundamental sources of unpredictability. Complexity, 1997, 3, 9–13.
    • (1997) Complexity , vol.3 , pp. 9-13
    • Gell-Mann, M.1
  • 4
    • 0024880831 scopus 로고
    • Multilayer feedforward networks are universal approximators
    • Hornik, K.; Stinchcombe, M.; White, H. Multilayer feedforward networks are universal approximators. Neural Networks 1989, 2, 359–366.
    • (1989) Neural Networks , vol.2 , pp. 359-366
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 5
    • 0024861871 scopus 로고
    • Approximation by superposition of a sigmoidal function
    • Cybenko, G. Approximation by superposition of a sigmoidal function. Math Control Signals Systems 1989, 2, 303–314.
    • (1989) Math Control Signals Systems , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 6
    • 0024866495 scopus 로고
    • On the approximate realization of continous mappings by neural networks
    • Funahashi, K. On the approximate realization of continous mappings by neural networks. Neural Networks 1989, 2, 183–192.
    • (1989) Neural Networks , vol.2 , pp. 183-192
    • Funahashi, K.1
  • 7
    • 0025627940 scopus 로고
    • Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks
    • Hornik, K.; Stinchcombe, M.; White, H. Universal approximation of an unknown mapping and its derivatives using multilayer feedforward networks. Neural Net 1990, 3, 551–560.
    • (1990) Neural Net , vol.3 , pp. 551-560
    • Hornik, K.1    Stinchcombe, M.2    White, H.3
  • 8
    • 84873149764 scopus 로고    scopus 로고
    • Forecasting market trends with neural networks
    • Aiken, M.; Bsat, M. Forecasting market trends with neural networks. Inf Syst Manage 1999, 16, 42–48.
    • (1999) Inf Syst Manage , vol.16 , pp. 42-48
    • Aiken, M.1    Bsat, M.2
  • 9
    • 75949125969 scopus 로고    scopus 로고
    • Forecasting economic magnitudes with neural network models
    • Alonso-Rodriguez, A. Forecasting economic magnitudes with neural network models. Int Adv Econ Res 1999, 5, 215–230.
    • (1999) Int Adv Econ Res , vol.5 , pp. 215-230
    • Alonso-Rodriguez, A.1
  • 10
    • 0012131847 scopus 로고    scopus 로고
    • Static, dynamic, and hybrid neural networks in forecasting inflation
    • Moshiri, S.; Cameron, N.E.; Scuse, D. Static, dynamic, and hybrid neural networks in forecasting inflation. Comput Econ 1999, 14, 219–235.
    • (1999) Comput Econ , vol.14 , pp. 219-235
    • Moshiri, S.1    Cameron, N.E.2    Scuse, D.3
  • 11
    • 0346591081 scopus 로고    scopus 로고
    • A neural network approach to the prediction of going concern status
    • Koh, H.C.; Tan, S.S. A neural network approach to the prediction of going concern status. Accounting Bus Res 1999, 29, 211–216.
    • (1999) Accounting Bus Res , vol.29 , pp. 211-216
    • Koh, H.C.1    Tan, S.S.2
  • 12
    • 27744516699 scopus 로고    scopus 로고
    • Applying artificial neural networks to bank-decision simulations
    • Witkowska, D. Applying artificial neural networks to bank-decision simulations. Int Adv Econ Res 1999, 5, 350–368.
    • (1999) Int Adv Econ Res , vol.5 , pp. 350-368
    • Witkowska, D.1
  • 13
    • 0032640524 scopus 로고    scopus 로고
    • Artificial neural networks in bankruptcy prediction: General framework and cross-validation analysis
    • Zhang, G.; Hu, M.Y.; Patuwo, B.E.; Indro, D.C. Artificial neural networks in bankruptcy prediction: General framework and cross-validation analysis. Eur J Oper Res 1999, 116, 16–32.
    • (1999) Eur J Oper Res , vol.116 , pp. 16-32
    • Zhang, G.1    Hu, M.Y.2    Patuwo, B.E.3    Indro, D.C.4
  • 14
    • 1542605942 scopus 로고    scopus 로고
    • Predicting pickle harvests using a parametric feedforward neural network
    • Adams, J.B. Predicting pickle harvests using a parametric feedforward neural network. J Appl Stat 1999, 26, 165–176.
    • (1999) J Appl Stat , vol.26 , pp. 165-176
    • Adams, J.B.1
  • 15
    • 33744804336 scopus 로고    scopus 로고
    • Modelling fresh tomato marketing margins: Econometrics and neural networks
    • Richards, T.J.; Patterson, P.M.; Van-Ispelen, P. Modelling fresh tomato marketing margins: Econometrics and neural networks. Agric Resource Econ Rev 1998, 27, 186–199.
    • (1998) Agric Resource Econ Rev , vol.27 , pp. 186-199
    • Richards, T.J.1    Patterson, P.M.2    Van-Ispelen, P.3
  • 16
    • 0344061833 scopus 로고    scopus 로고
    • Predicting Japanese dairy consumption behaviour using qualitative survey data
    • Watanabe, Y.; Suzuki, N.; Kaiser, H.M. Predicting Japanese dairy consumption behaviour using qualitative survey data. Agribusiness 1999, 15, 71–79.
    • (1999) Agribusiness , vol.15 , pp. 71-79
    • Watanabe, Y.1    Suzuki, N.2    Kaiser, H.M.3
  • 17
    • 0033435319 scopus 로고    scopus 로고
    • Nonlinear predictability of stock returns using financial and economic variables
    • Qi, M. Nonlinear predictability of stock returns using financial and economic variables. J Bus Econ Stat 1999, 17, 419–429.
    • (1999) J Bus Econ Stat , vol.17 , pp. 419-429
    • Qi, M.1
  • 18
    • 0347573235 scopus 로고    scopus 로고
    • Trading futures markets based on signals from a neural network
    • Hamm, L.; Brorsen, B.W. Trading futures markets based on signals from a neural network. Appl Econ Lett 2000, 7, 137–140.
    • (2000) Appl Econ Lett , vol.7 , pp. 137-140
    • Hamm, L.1    Brorsen, B.W.2
  • 19
    • 0002347308 scopus 로고    scopus 로고
    • Pricing and hedging derivative securities with neural networks and a homogeneity hint
    • Garcia, R.; Gencay, R. Pricing and hedging derivative securities with neural networks and a homogeneity hint. J Econometrics 2000, 94, 93–115.
    • (2000) J Econometrics , vol.94 , pp. 93-115
    • Garcia, R.1    Gencay, R.2
  • 20
    • 0042279716 scopus 로고    scopus 로고
    • On the profitability of technical trading rules based on artificial neural networks: Evidence from the Madrid stock market
    • Fernandez-Rodriguez, F.; Gonzales-Martel, C.; Sosvilla-Rivero, S. On the profitability of technical trading rules based on artificial neural networks: Evidence from the Madrid stock market. Econ Lett 2000, 69, 89–94.
    • (2000) Econ Lett , vol.69 , pp. 89-94
    • Fernandez-Rodriguez, F.1    Gonzales-Martel, C.2    Sosvilla-Rivero, S.3
  • 21
    • 0032670062 scopus 로고    scopus 로고
    • Estimate the cost of steel pipe bending, a comparison between neural networks and regression analysis
    • Shtub, A.; Versano, R. Estimate the cost of steel pipe bending, a comparison between neural networks and regression analysis. Int J Prod Econ 1999, 62 (3), 201–207.
    • (1999) Int J Prod Econ , vol.62 , Issue.3 , pp. 201-207
    • Shtub, A.1    Versano, R.2
  • 22
    • 0033100590 scopus 로고    scopus 로고
    • Preliminary cost estimation of highway construction using neural networks
    • Hashem, A.T.; Alex, P.; Tantash, M. Preliminary cost estimation of highway construction using neural networks. Cost Eng Mar 1999, 41, 19–25.
    • (1999) Cost Eng Mar , vol.41 , pp. 19-25
    • Hashem, A.T.1    Alex, P.2    Tantash, M.3
  • 23
    • 33748969114 scopus 로고    scopus 로고
    • Automated cost estimating system using neural networks
    • Siqueira, I. Automated cost estimating system using neural networks. Proj Manage J 1999, 30, 1–19.
    • (1999) Proj Manage J , vol.30 , pp. 1-19
    • Siqueira, I.1
  • 24
    • 0033429643 scopus 로고    scopus 로고
    • Artificial neural networks versus multiple regression in tourism demand analysis
    • Uysal, M.; Roubi, M.S. Artificial neural networks versus multiple regression in tourism demand analysis. J Travel Res 1999, 38, 111–118.
    • (1999) J Travel Res , vol.38 , pp. 111-118
    • Uysal, M.1    Roubi, M.S.2
  • 25
    • 0032122848 scopus 로고    scopus 로고
    • Forecasting travel demand: A comparison of logit and artificial neural network methods
    • de Carvalho, M.C.M.; Dougherty, M.S.; Fowkes, A.S.; Wardman, M.R. Forecasting travel demand: a comparison of logit and artificial neural network methods. J Oper Res Soc 1998, 49, 717–22.
    • (1998) J Oper Res Soc , vol.49 , pp. 717-722
    • de Carvalho, M.C.M.1    Dougherty, M.S.2    Fowkes, A.S.3    Wardman, M.R.4
  • 26
    • 0033210647 scopus 로고    scopus 로고
    • Using neural networks to understand service risk in the holiday product
    • Mitchell, V.W.; Davies, F.; Moutinho, L.; Vassos, V. Using neural networks to understand service risk in the holiday product. J Bus Res 1999, 46, 167–180.
    • (1999) J Bus Res , vol.46 , pp. 167-180
    • Mitchell, V.W.1    Davies, F.2    Moutinho, L.3    Vassos, V.4
  • 27
    • 0025751820 scopus 로고
    • Approximation capabilities of multilayer feedforward networks
    • Hornik, K. Approximation capabilities of multilayer feedforward networks. Neural Net 4, 1991, 251–257.
    • (1991) Neural Net , vol.4 , pp. 251-257
    • Hornik, K.1
  • 28
    • 0027812765 scopus 로고
    • Some new results on neural network approximation
    • Hornik, K. Some new results on neural network approximation. Neural Net 1993, 6, 1069–1072.
    • (1993) Neural Net , vol.6 , pp. 1069-1072
    • Hornik, K.1
  • 29
    • 35048823975 scopus 로고    scopus 로고
    • Neural networks and genetic algorithms for the simulation models of bounded rationality theory. An application to oligopolistic markets
    • Baldassarre, G. Neural networks and genetic algorithms for the simulation models of bounded rationality theory. An application to oligopolistic markets. Rivista di Politica Economica 1997, 87, 107–145.
    • (1997) Rivista di Politica Economica , vol.87 , pp. 107-145
    • Baldassarre, G.1
  • 30
    • 75949125969 scopus 로고    scopus 로고
    • Forecasting economic magnitudes with neural network models
    • Alonso-Rodriguez, A. Forecasting economic magnitudes with neural network models. Int Adv Econ Res 1999, 5, 215–230.
    • (1999) Int Adv Econ Res , vol.5 , pp. 215-230
    • Alonso-Rodriguez, A.1
  • 31
    • 0347573235 scopus 로고    scopus 로고
    • Trading futures markets based on signals from a neural network
    • Hamm, L.; Brorsen, B.W. Trading futures markets based on signals from a neural network. Appl Econ Lett 2000, 7, 137–140.
    • (2000) Appl Econ Lett , vol.7 , pp. 137-140
    • Hamm, L.1    Brorsen, B.W.2
  • 32
    • 0012131847 scopus 로고    scopus 로고
    • Static, dynamic, and hybrid neural networks in forecasting inflation
    • Moshiri, S.; Cameron, N.E.; Scuse, D. Static, dynamic, and hybrid neural networks in forecasting inflation. Comput Econ 1999, 14, 219–235.
    • (1999) Comput Econ , vol.14 , pp. 219-235
    • Moshiri, S.1    Cameron, N.E.2    Scuse, D.3
  • 33
    • 78649892590 scopus 로고    scopus 로고
    • Understanding complex social dynamics A plea for cellular automata based modelling
    • Hegselmann, R.; Flache, A. Understanding complex social dynamics: A plea for cellular automata based modelling. J Artif Soc Soc Sim 1998, 1, http://jasss.soc.surrey.ac.uk/1/3/1.html.
    • (1998) J Artif Soc Soc Sim , pp. 1
    • Hegselmann, R.1    Flache, A.2
  • 34
    • 33745286372 scopus 로고    scopus 로고
    • Cellular automata and consumer behaviour
    • Rouhaud, J.-F. Cellular automata and consumer behaviour. Eur J Econ Soc Syst 2000, 14, 37–52.
    • (2000) Eur J Econ Soc Syst , vol.14 , pp. 37-52
    • Rouhaud, J.-F.1
  • 35
    • 0003661857 scopus 로고    scopus 로고
    • The Santa-Fe approach to complexity: A Marshallian evaluation
    • Comim F. The Santa-Fe approach to complexity: A Marshallian evaluation. Struct Change Econ Dynam 2000, 11, 25–43.
    • (2000) Struct Change Econ Dynam , vol.11 , pp. 25-43
    • Comim, F.1
  • 36
    • 84937179529 scopus 로고    scopus 로고
    • An integrated approach to simulating behavioural processes: A case study of the lock-in of consumption patterns
    • Janssen, M.; Jager, W. An integrated approach to simulating behavioural processes: A case study of the lock-in of consumption patterns. J Artif Soc Soc Sim 1999, 2, http://www.soc.surrey.ac.uk/JASSS/2/2/2.html.
    • (1999) J Artif Soc Soc Sim , pp. 2
    • Janssen, M.1    Jager, W.2
  • 37
    • 0020495993 scopus 로고
    • Universality and complexity in cellular automata
    • Wolfram S. Universality and complexity in cellular automata. Physica D 1984, 10, 1–35.
    • (1984) Physica D , vol.10 , pp. 1-35
    • Wolfram, S.1
  • 38
    • 0008543691 scopus 로고    scopus 로고
    • The application of cellular automata to network externality in consumer's theory: A generalisation of life game
    • Langton, C.G., Shimohara, K., Eds.;, MIT Press
    • Oda, S.H.; Miura, K.; Ueda, K. The application of cellular automata to network externality in consumer's theory: A generalisation of life game. In: Artificial Life Five. Langton, C.G.; Shimohara, K., Eds.; MIT Press, 1997, pp 473–480.
    • (1997) Artificial Life Five , pp. 473-480
    • Oda, S.H.1    Miura, K.2    Ueda, K.3
  • 39
    • 85040496371 scopus 로고    scopus 로고
    • The application of cellular automata to the theory of consumers' learning and behavioral interdependence
    • Oda, S.H.; Iyori, K.; Miura, K.; Ueda, K. The application of cellular automata to the theory of consumers' learning and behavioral interdependence. Complex Int 1998, 6, http://www.csu.edu.au/ci/vol06/oda/oda.html.
    • (1998) Complex Int , pp. 6
    • Oda, S.H.1    Iyori, K.2    Miura, K.3    Ueda, K.4
  • 40
    • 0001185449 scopus 로고
    • Dynamiques ´d adoption, coordination et diversité: La diffusion des standards technologiques
    • Dalle, J. Dynamiques ´d adoption, coordination et diversité: La diffusion des standards technologiques. Revue économique 1995, 46, 1081–1098.
    • (1995) Revue économique , vol.46 , pp. 1081-1098
    • Dalle, J.1
  • 41
    • 85040478959 scopus 로고    scopus 로고
    • Evolution of technological growth in a model based on stochastic cellular automata
    • Leydesdorff, L., Van den Besselaar, P., Eds., Pinter Publishers, London
    • Hargava, S.C.; Mukherjee, A. Evolution of technological growth in a model based on stochastic cellular automata. In: Evolutionary Economics and Chaos Theory. Leydesdorff, L.; Van den Besselaar, P., Eds., Pinter Publishers: London.
    • Evolutionary Economics and Chaos Theory
    • Hargava, S.C.1    Mukherjee, A.2
  • 43
    • 0000615669 scopus 로고
    • Function minimization by conjugate gradients
    • Fletcher, R.; Reeves, C.M. Function minimization by conjugate gradients. Comput J 1964, 7, 149–154.
    • (1964) Comput J , vol.7 , pp. 149-154
    • Fletcher, R.1    Reeves, C.M.2
  • 44
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of nonlinear parameters
    • Marquardt, D.W. An algorithm for least-squares estimation of nonlinear parameters. J Soc Ind Appl Math 11, 1963, 431–441.
    • (1963) J Soc Ind Appl Math , vol.11 , pp. 431-441
    • Marquardt, D.W.1
  • 45
    • 0028543366 scopus 로고
    • Training feedforward networks with the Marquardt algorithm
    • Hagan, M.T.; Menhaj, M. Training feedforward networks with the Marquardt algorithm. IEEE Trans Neural Net 1994, 5, 989–993.
    • (1994) IEEE Trans Neural Net , vol.5 , pp. 989-993
    • Hagan, M.T.1    Menhaj, M.2


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