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Volumn 17, Issue 3, 2000, Pages 149-170

Feedforward networks in financial predictions: The future that modifies the present

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; BACKPROPAGATION; FINANCIAL DATA PROCESSING;

EID: 0034223894     PISSN: 02664720     EISSN: None     Source Type: Journal    
DOI: 10.1111/1468-0394.00137     Document Type: Article
Times cited : (19)

References (78)
  • 1
    • 0343551034 scopus 로고
    • Differential information and excessive volatility in financial markets
    • Aarhus Universitet
    • ANDERSEN, T.M. (1991) Differential information and excessive volatility in financial markets, Centre for International Economics Memo 1991-13, Aarhus Universitet.
    • (1991) Centre for International Economics Memo 1991-13
    • Andersen, T.M.1
  • 4
    • 0008733349 scopus 로고
    • Evolution of trading strategies among heterogeneous artificial economic agents
    • J.I. Mayer, H.L. Rothblat and J.W. Wilson (eds), Cambridge, MA: MIT Press
    • BELTRATTI, A. and A. MARGARITA (1992a) Evolution of trading strategies among heterogeneous artificial economic agents, in From Animals to Animals 2, J.I. Mayer, H.L. Rothblat and J.W. Wilson (eds), Cambridge, MA: MIT Press.
    • (1992) From Animals to Animals 2
    • Beltratti, A.1    Margarita, A.2
  • 9
    • 0009841685 scopus 로고
    • Collana Semeion, Rome: Armando [Squashing Theory. A Neural Network Model for Prediction of Complex Systems, Semeion Collecion, Rome: Armando]
    • BUSCEMA, M. (1994) Squashing Theory. Modello a Reti Neurali per la Previsione dei Sistemi Complessi, Collana Semeion, Rome: Armando [Squashing Theory. A Neural Network Model for Prediction of Complex Systems, Semeion Collecion, Rome: Armando].
    • (1994) Squashing Theory. Modello a Reti Neurali Per la Previsione dei Sistemi Complessi
    • Buscema, M.1
  • 10
    • 0343114975 scopus 로고
    • Semeion Software n. 5, Rome
    • BUSCEMA, M. (1995) SQUASH, version 2.0, Semeion Software n. 5, Rome, 1993-96.
    • (1995) SQUASH, Version 2.0 , pp. 1993-1996
    • Buscema, M.1
  • 11
    • 0031908582 scopus 로고    scopus 로고
    • Artificial neural networks and complex social systems
    • BUSCEMA, M. (ed.) (1998) Artificial neural networks and complex social systems, Theory, Substance Use and Misuse, 33(1), 1-220; Models, Substance Use and Misuse, 33 (2), 221-553; Applications, Substance Use and Misuse, 33 (3), 555-916.
    • (1998) Theory, Substance Use and Misuse , vol.33 , Issue.1 , pp. 1-220
    • Buscema, M.1
  • 12
    • 0343115000 scopus 로고    scopus 로고
    • Models
    • BUSCEMA, M. (ed.) (1998) Artificial neural networks and complex social systems, Theory, Substance Use and Misuse, 33(1), 1-220; Models, Substance Use and Misuse, 33 (2), 221-553; Applications, Substance Use and Misuse, 33 (3), 555-916.
    • Substance Use and Misuse , vol.33 , Issue.2 , pp. 221-553
  • 13
    • 0343551030 scopus 로고    scopus 로고
    • Applications
    • BUSCEMA, M. (ed.) (1998) Artificial neural networks and complex social systems, Theory, Substance Use and Misuse, 33(1), 1-220; Models, Substance Use and Misuse, 33 (2), 221-553; Applications, Substance Use and Misuse, 33 (3), 555-916.
    • Substance Use and Misuse , vol.33 , Issue.3 , pp. 555-916
  • 14
    • 0343114996 scopus 로고    scopus 로고
    • Quaderni di Ricerca, Rome: Armando, n. 2 [Neural Networks and Finance. Exercises, Ideas, Methods, Applications, Semeion Research book, Rome: Armando, n. 2]
    • BUSCEMA, M., F. MATERA, T. NOCENTINI and P.L. SACCO (1997) Reti Neurali e Finanza. Esercizi, Idee, Metodi, Applicazioni, Quaderni di Ricerca, Rome: Armando, n. 2 [Neural Networks and Finance. Exercises, Ideas, Methods, Applications, Semeion Research book, Rome: Armando, n. 2].
    • (1997) Reti Neurali e Finanza. Esercizi, Idee, Metodi, Applicazioni
    • Buscema, M.1    Matera, F.2    Nocentini, T.3    Sacco, P.L.4
  • 16
    • 0343114973 scopus 로고    scopus 로고
    • Milan: Franco Angeli
    • BUSCEMA, M. and SEMEION GROUP (1999) Reti Neurali Artificiali e Sistemi Sociali Complessi. Teoria, Modelli, Applicazioni: Vol. I, Teoria e Modelli, pp. 13-554; Vol. II, Applicazioni, pp. 11-314, Milan: Franco Angeli.
    • Applicazioni , vol.2 , pp. 11-314
  • 21
    • 0343551000 scopus 로고
    • Pre-processing and evaluation of neural nets for trading stocks
    • DEBOECK, G.J. (1992) Pre-processing and evaluation of neural nets for trading stocks, Advanced Technology for Developers, 1 (August), 1-6.
    • (1992) Advanced Technology for Developers , vol.1 , Issue.AUGUST , pp. 1-6
    • Deboeck, G.J.1
  • 23
    • 84977712440 scopus 로고
    • Positive feedback investment strategies and destabilizing rational speculation
    • DE LONG, J.B., A. SHLEIFER, L.H. SUMMERS and R.J. WALDMANN (1990a) Positive feedback investment strategies and destabilizing rational speculation, Journal of Finance, 45, 379-395.
    • (1990) Journal of Finance , vol.45 , pp. 379-395
    • De Long, J.B.1    Shleifer, A.2    Summers, L.H.3    Waldmann, R.J.4
  • 28
    • 0011623570 scopus 로고
    • An artificial intelligence approach to predict bond ratings
    • L.F. Pau, J. Motiwalla, Y.H. Pao and H.H. Teh (eds). Amsterdam: North-Holland
    • DUTTA, S. and S. SHEKKAR (1989) An artificial intelligence approach to predict bond ratings, in Expert Systems in Economics, Banking and Management, L.F. Pau, J. Motiwalla, Y.H. Pao and H.H. Teh (eds). Amsterdam: North-Holland.
    • (1989) Expert Systems in Economics, Banking and Management
    • Dutta, S.1    Shekkar, S.2
  • 30
    • 0003578240 scopus 로고
    • An empirical study of learning speed in back-propagation networks
    • FAHLMANN, S.E. (1988) An empirical study of learning speed in back-propagation networks, CMV Technical Report CMV-CS-88-162.
    • (1988) CMV Technical Report CMV-CS-88-162
    • Fahlmann, S.E.1
  • 31
    • 0000480869 scopus 로고
    • Efficient capital markets: A review of theory and empirical work
    • FAMA, E.F. (1970) Efficient capital markets: a review of theory and empirical work, Journal of Finance 25, 383-417.
    • (1970) Journal of Finance , vol.25 , pp. 383-417
    • Fama, E.F.1
  • 33
    • 0025045410 scopus 로고
    • Chaos in multi-looped negative feedback systems
    • GLASS, L. and C.P. MALTA (1990) Chaos in multi-looped negative feedback systems, Journal of Theoretical Biology, 145, 217-223.
    • (1990) Journal of Theoretical Biology , vol.145 , pp. 217-223
    • Glass, L.1    Malta, C.P.2
  • 34
    • 40749093037 scopus 로고
    • Measuring the strangeness of strange attractors
    • GRASSBERGER, I. and I. PROCACCIA (1983) Measuring the strangeness of strange attractors, Physica D, 9, 189-208.
    • (1983) Physica D , vol.9 , pp. 189-208
    • Grassberger, I.1    Procaccia, I.2
  • 36
    • 37049182192 scopus 로고
    • Chaos, strange attractors, and fractal basin boundaries in nonlinear dynamics
    • GREBOGI, C., E. OTT and J.A. YORKE (1987) Chaos, strange attractors, and fractal basin boundaries in nonlinear dynamics, Science, 238, 632-638.
    • (1987) Science , vol.238 , pp. 632-638
    • Grebogi, C.1    Ott, E.2    Yorke, J.A.3
  • 37
    • 0000912047 scopus 로고
    • Speculation and equilibrium: Information, risk and markets
    • HIRSCHLEIFER, J. (1975) Speculation and equilibrium: information, risk and markets, Quarterly Journal of Economics, 89, 519-542.
    • (1975) Quarterly Journal of Economics , vol.89 , pp. 519-542
    • Hirschleifer, J.1
  • 39
    • 0002762378 scopus 로고
    • Epidemics of opinions and speculative bubbles
    • M. Taylor (ed.), London: Macmillan
    • KIRMAN, A. (1991) Epidemics of opinions and speculative bubbles, in Money and Financial Markets, M. Taylor (ed.), London: Macmillan.
    • (1991) Money and Financial Markets
    • Kirman, A.1
  • 40
    • 84960597456 scopus 로고
    • Ants, rationality and recruitment
    • KIRMAN, A. (1993) Ants, rationality and recruitment, Quarterly Journal of Economics, 108, 137-156.
    • (1993) Quarterly Journal of Economics , vol.108 , pp. 137-156
    • Kirman, A.1
  • 43
    • 0343986911 scopus 로고
    • Semeion Software n. 3, Roma, 199596
    • MASSINI, G. (1995) Q NET, version 2.0, Semeion Software n. 3, Roma, 1995-96.
    • (1995) Q NET, Version 2.0
    • Massini, G.1
  • 44
    • 49049133343 scopus 로고
    • Information, trade, and common knowledge
    • MILGROM, P. and N. STOKEY (1982) Information, trade, and common knowledge, Journal of Economic Theory, 26, 17-27.
    • (1982) Journal of Economic Theory , vol.26 , pp. 17-27
    • Milgrom, P.1    Stokey, N.2
  • 45
    • 0343986910 scopus 로고
    • Descriptive, predictive and normative theory
    • MORGENSTERN, O. (1972) Descriptive, predictive and normative theory, Kyklos, 25, 699-714.
    • (1972) Kyklos , vol.25 , pp. 699-714
    • Morgenstern, O.1
  • 46
    • 0006940771 scopus 로고
    • Pittsburgh, PA: NeuralWare Inc.
    • NEURAL WARE (1995a) Neural Computing, Pittsburgh, PA: NeuralWare Inc.
    • (1995) Neural Computing
  • 47
    • 0009351696 scopus 로고
    • Pat. NW2E20-60857, Pittsburgh, PA: NeuralWare Inc.
    • NEURALWARE (1995b) NeuralWorks Professional II, version 5.2, Pat. NW2E20-60857, Pittsburgh, PA: NeuralWare Inc.
    • (1995) Neuralworks Professional II, Version 5.2
  • 48
    • 0027139410 scopus 로고
    • Controlling chaos in the Belousov-Zhabotinsky reaction
    • PETROV, V., V. GASPAR, J. MASEREAND and K. SHOWALTER (1993) Controlling chaos in the Belousov-Zhabotinsky reaction, Nature, 361, 240-243.
    • (1993) Nature , vol.361 , pp. 240-243
    • Petrov, V.1    Gaspar, V.2    Masereand, J.3    Showalter, K.4
  • 49
    • 0002267989 scopus 로고
    • Recurrent backpropagation networks
    • Y. Chauvin and D.E. Rumelhart (eds), New York: W.H. Freeman
    • PINEDA, F.J. (1995) Recurrent backpropagation networks, in Backpropagation: Theory, Architectures, and Applications, Y. Chauvin and D.E. Rumelhart (eds), New York: W.H. Freeman.
    • (1995) Backpropagation: Theory, Architectures, and Applications
    • Pineda, F.J.1
  • 51
    • 0343114917 scopus 로고
    • Investment management: Tactical asset allocation
    • M.A. Arbib (ed.), Cambridge, MA: MIT Press
    • REFENES, A.P. (1995b) Investment management: tactical asset allocation, in The Handbook of Brain Theory and Neural Networks, M.A. Arbib (ed.), Cambridge, MA: MIT Press.
    • (1995) The Handbook of Brain Theory and Neural Networks
    • Refenes, A.P.1
  • 53
    • 0037686998 scopus 로고
    • Security market efficiency in an arrow-debreu economy
    • RUBINSTEIN, M. (1975) Security market efficiency in an Arrow-Debreu economy, American Economic Review, 65, 812-824.
    • (1975) American Economic Review , vol.65 , pp. 812-824
    • Rubinstein, M.1
  • 54
    • 0003992706 scopus 로고
    • Paris: Editions Odile Jacob (trad. it. Il Caso e il Caos, Torino: Bollati, Borlinghieri, 1992)
    • RUELLE, D. (1991) Hasard et Chaos, Paris: Editions Odile Jacob (trad. it. Il Caso e il Caos, Torino: Bollati, Borlinghieri, 1992).
    • (1991) Hasard et Chaos
    • Ruelle, D.1
  • 56
    • 0013061903 scopus 로고    scopus 로고
    • Cambridge, MA: MIT Press
    • RUMELHART, D.E. and J.L. MCCLELLAND (eds) (1986) Parallel Distributed Processing: Vol. 1, Foundations, Explorations in the Microstructure of Cognition: Vol 2, Psychological and Biological Models, Cambridge, MA: MIT Press.
    • Psychological and Biological Models , vol.2
  • 57
    • 0342680654 scopus 로고
    • The political economy of financial newspapers: The quality of information as a public good
    • SACCO, P.L. (1991a) The political economy of financial newspapers: the quality of information as a public good, Rivista di Diritto Finanziario e Scienza delle Finance, 50, 81-109.
    • (1991) Rivista di Diritto Finanziario e Scienza Delle Finance , vol.50 , pp. 81-109
    • Sacco, P.L.1
  • 58
    • 0343550955 scopus 로고
    • Rationality and stock market behavior: What theoretical framework (if any?)
    • SACCO, P.L. (1991b) Rationality and stock market behavior: what theoretical framework (if any?), International Economics Journal, 5, 17-41.
    • (1991) International Economics Journal , vol.5 , pp. 17-41
    • Sacco, P.L.1
  • 60
  • 61
    • 0343550954 scopus 로고
    • Back-propagation extension
    • 1000 Bane Ave N., Golden Valley, MN 55427
    • SAMAD, T. (1989) Back-propagation extension. Honeywell SSDC Technical Report, 1000 Bane Ave N., Golden Valley, MN 55427.
    • (1989) Honeywell Ssdc Technical Report
    • Samad, T.1
  • 63
    • 0002099196 scopus 로고
    • Survey evidence on diffusion of interest and information among investors
    • SHILLER, R.J. and J. POUND (1989) Survey evidence on diffusion of interest and information among investors, Journal of Economic Behavior and Organization, 12, 47-66.
    • (1989) Journal of Economic Behavior and Organization , vol.12 , pp. 47-66
    • Shiller, R.J.1    Pound, J.2
  • 64
    • 0000601493 scopus 로고
    • Using small perturbations to control chaos
    • SHINBROT, T., C. GREBOGI, E. OTT and J.A. YORKE (1993) Using small perturbations to control chaos, Nature, 363, 411-417.
    • (1993) Nature , vol.363 , pp. 411-417
    • Shinbrot, T.1    Grebogi, C.2    Ott, E.3    Yorke, J.A.4
  • 65
    • 0000997472 scopus 로고
    • Macroeconomics and reality
    • SIMS, C. (1980) Macroeconomics and reality, Econometrica, 48, 1-48.
    • (1980) Econometrica , vol.48 , pp. 1-48
    • Sims, C.1
  • 66
    • 0342680651 scopus 로고
    • Artificial intelligence and complex dynamics
    • Milano
    • STEELS, L. (1987) Artificial intelligence and complex dynamics, Note di Software 41, Milano.
    • (1987) Note di Software 41
    • Steels, L.1
  • 67
    • 84924508526 scopus 로고
    • Does the stock market rationally reflect fundamental values?
    • SUMMERS, L.H. (1986) Does the stock market rationally reflect fundamental values?, Journal of Finance, 41, 591-602.
    • (1986) Journal of Finance , vol.41 , pp. 591-602
    • Summers, L.H.1
  • 68
    • 0342680649 scopus 로고
    • Is there chaos in economic time series? A study of the stock and the foreign exchange markets
    • London School of Economics
    • TATA, T. and C. VASSILACOS (1991) Is there chaos in economic time series? A study of the stock and the foreign exchange markets, Financial Market Group Discussion Paper 120, London School of Economics.
    • (1991) Financial Market Group Discussion Paper 120
    • Tata, T.1    Vassilacos, C.2
  • 69
    • 0342680650 scopus 로고
    • Does neuron learn like the synapse?
    • D.S. Touretzky (ed.), San Mateo, CA: Morgan Kaufmann
    • TAWEL, R. (1989) Does neuron learn like the synapse?, in Advances in Neural Information Processing Systems 1, D.S. Touretzky (ed.), San Mateo, CA: Morgan Kaufmann.
    • (1989) Advances in Neural Information Processing Systems 1
    • Tawel, R.1
  • 70
    • 0343114912 scopus 로고
    • Artificial interacting agents for stock market experiments
    • S. Gielen and B. Kappen (eds), London: Springer
    • TERNA, P. (1993a) Artificial interacting agents for stock market experiments, in Proceedings of ICANN 93, S. Gielen and B. Kappen (eds), London: Springer.
    • (1993) Proceedings of ICANN 93
    • Terna, P.1
  • 71
    • 0008684591 scopus 로고
    • Randomness, imitation or reason to explain agents' behaviour in an artificial stock market
    • P. Torasso (ed.), Berlin: Springer
    • TERNA, P. (1993b) Randomness, imitation or reason to explain agents' behaviour in an artificial stock market, in Advances in Artificial Intelligence, P. Torasso (ed.), Berlin: Springer.
    • (1993) Advances in Artificial Intelligence
    • Terna, P.1
  • 72
    • 0001022690 scopus 로고
    • On the possibility of speculation under rational expectations
    • TIROLE, J. (1982) On the possibility of speculation under rational expectations, Econometrica, 50, 1163-1182.
    • (1982) Econometrica , vol.50 , pp. 1163-1182
    • Tirole, J.1
  • 73
    • 0000680849 scopus 로고
    • Bubbles and volatility of stock prices: Effects of mimetic contagion
    • TOPOL, R. (1991) Bubbles and volatility of stock prices: effects of mimetic contagion, Economic Journal, 101, 786-800.
    • (1991) Economic Journal , vol.101 , pp. 786-800
    • Topol, R.1
  • 75
    • 0002791454 scopus 로고
    • Differences of opinion in financial markets
    • C. Stone (ed.), Boston, MA: Kluwer
    • VARIAN, H. (1989) Differences of opinion in financial markets, in Financial Risk: Theory, Evidence, and Implications, C. Stone (ed.), Boston, MA: Kluwer.
    • (1989) Financial Risk: Theory, Evidence, and Implications
    • Varian, H.1


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