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Volumn 13, Issue 1, 2009, Pages 151-163

Intelligent forecasting for financial time series subject to structural changes

Author keywords

Classifier; Intelligent forecasting; Mixing approach; Structural change; Two stage prediction

Indexed keywords


EID: 61449136945     PISSN: 1088467X     EISSN: 15714128     Source Type: Journal    
DOI: 10.3233/IDA-2009-0360     Document Type: Article
Times cited : (17)

References (33)
  • 1
    • 0001138326 scopus 로고
    • A non-parametric approach to the change-point problem
    • A.N. Pettitt, A non-parametric approach to the change-point problem, Applied Statistics 28(2) (1979), 126-135.
    • (1979) Applied Statistics , vol.28 , Issue.2 , pp. 126-135
    • Pettitt, A.N.1
  • 2
    • 0008534097 scopus 로고
    • Some results on estimating a change-point using nonparametric type statistics
    • A.N. Pettitt, Some results on estimating a change-point using nonparametric type statistics, Journal of Statistical Computation and Simulation 11 (1980), 261-272.
    • (1980) Journal of Statistical Computation and Simulation , vol.11 , pp. 261-272
    • Pettitt, A.N.1
  • 3
    • 35248833159 scopus 로고
    • Neural networks: Forecasting breakthrough or passing fad?
    • C. Chatfield, Neural networks: Forecasting breakthrough or passing fad? International Journal of Forecasting 9(1993), 1-3.
    • (1993) International Journal of Forecasting , vol.9 , pp. 1-3
    • Chatfield, C.1
  • 5
    • 0031498505 scopus 로고    scopus 로고
    • Common identification problems
    • Narrative and VAR approaches to monetary policy
    • E.M. Leeper, Narrative and VAR approaches to monetary policy: Common identification problems, Journal of Monetary Economics 40 (1997), 641-657.
    • (1997) Journal of Monetary Economics , vol.40 , pp. 641-657
    • Leeper, E.M.1
  • 7
    • 0008534096 scopus 로고    scopus 로고
    • A piecewise regression analysis with automatic change-point detection
    • H.L. Li and J.R. Yu, A piecewise regression analysis with automatic change-point detection, Intelligent Data Analysis 3 (1999), 75-85.
    • (1999) Intelligent Data Analysis , vol.3 , pp. 75-85
    • Li, H.L.1    Yu, J.R.2
  • 8
    • 0000736356 scopus 로고
    • Money and economic growth
    • J. Tobin, Money and economic growth, Econometrica 33 (1965), 671-684.
    • (1965) Econometrica , vol.33 , pp. 671-684
    • Tobin, J.1
  • 9
    • 0000613382 scopus 로고
    • Real interest, money supplies, anticipated inflation and fiscal deficits
    • J.H. Makin, Real interest, money supplies, anticipated inflation and fiscal deficits, The Review of Economics and Statistics 65 (1983), 374-384.
    • (1983) The Review of Economics and Statistics , vol.65 , pp. 374-384
    • Makin, J.H.1
  • 10
    • 0036533307 scopus 로고    scopus 로고
    • Analyzing stock market tick data using piecewise nonlinear model
    • K.J. Oh and K.-J. Kim, Analyzing stock market tick data using piecewise nonlinear model, Expert Systems with Applications 22(3) (2002a), 249-255.
    • (2002) Expert Systems with Applications , vol.22 , Issue.3 , pp. 249-255
    • Oh, K.J.1    Kim, K.-J.2
  • 11
    • 61449211984 scopus 로고    scopus 로고
    • Piecewise nonlinear model for financial time series forecasting with artificial neural networks
    • K.J. Oh and K.-J. Kim, Piecewise nonlinear model for financial time series forecasting with artificial neural networks, Intelligent Data Analysis 6(2) (2002b), 175-185.
    • (2002) Intelligent Data Analysis , vol.6 , Issue.2 , pp. 175-185
    • Oh, K.J.1    Kim, K.-J.2
  • 12
    • 0036828616 scopus 로고    scopus 로고
    • A mean shift break in the US
    • L.A. Gil-Alana, A mean shift break in the US, Economics Letters 77(3) (2002), 357-363.
    • (2002) Economics Letters , vol.77 , Issue.3 , pp. 357-363
    • Gil-Alana, L.A.1
  • 13
    • 0000899296 scopus 로고
    • The great crash, the oil price shock, and the unit root hypothesis
    • P. Perron, The great crash, the oil price shock, and the unit root hypothesis, Econometrica 57 (1989), 1361-1402.
    • (1989) Econometrica , vol.57 , pp. 1361-1402
    • Perron, P.1
  • 14
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R.A. Fisher, The use of multiple measurements in taxonomic problems, Annals of Eugenics 7 (1936), 179-188.
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 17
    • 0038871334 scopus 로고    scopus 로고
    • A structural equation modeling approach to generate explanations for induced rules
    • S.K. Kim and J.I. Park, A structural equation modeling approach to generate explanations for induced rules, Expert Systems with Applications 10(3-4) (1996), 403-416.
    • (1996) Expert Systems with Applications , vol.10 , Issue.3-4 , pp. 403-416
    • Kim, S.K.1    Park, J.I.2
  • 18
    • 84925924182 scopus 로고
    • Inflationary expectations, economic activity, taxes and interest rates
    • V. Tanzi, Inflationary expectations, economic activity, taxes and interest rates, American Economic Review 70 (1980), 12-21.
    • (1980) American Economic Review , vol.70 , pp. 12-21
    • Tanzi, V.1
  • 19
    • 0002085217 scopus 로고
    • Detecting "disorder" in multidimensional random process
    • L.J. Vostrikova, Detecting "disorder" in multidimensional random process, Soviet Mathematics Doklady 24 (1981), 55-59.
    • (1981) Soviet Mathematics Doklady , vol.24 , pp. 55-59
    • Vostrikova, L.J.1
  • 20
    • 9144267274 scopus 로고    scopus 로고
    • A.N. Refenes, Comments on 'Neural networks: Forecasting breakthrough or passing fad' by C. Chatfield, International Journal of Forecasting 10(1) (1994), 43-46.
    • A.N. Refenes, Comments on 'Neural networks: Forecasting breakthrough or passing fad' by C. Chatfield, International Journal of Forecasting 10(1) (1994), 43-46.
  • 22
    • 12144251299 scopus 로고    scopus 로고
    • Interest rate linkages: A Kalman filter approach to detecting structural change
    • M.R. Barassi, G.M. Caporale and S.G. Hall, Interest rate linkages: A Kalman filter approach to detecting structural change, Economic Modelling 22(2) (2005), 253-284.
    • (2005) Economic Modelling , vol.22 , Issue.2 , pp. 253-284
    • Barassi, M.R.1    Caporale, G.M.2    Hall, S.G.3
  • 23
    • 33645995702 scopus 로고    scopus 로고
    • Interest rate transmission in Greece: Did EMU cause a structural break?
    • D.P. Chionis and C.A. Leon, Interest rate transmission in Greece: Did EMU cause a structural break? Journal of Policy Modeling 28 (4) (2006), 453-466.
    • (2006) Journal of Policy Modeling , vol.28 , Issue.4 , pp. 453-466
    • Chionis, D.P.1    Leon, C.A.2
  • 24
    • 26844582137 scopus 로고    scopus 로고
    • Structural breaks with deterministic and stochastic trends
    • P. Perron and X. Zhu, Structural breaks with deterministic and stochastic trends, Journal of Econometrics 129(1-2) (2005), 65-119.
    • (2005) Journal of Econometrics , vol.129 , Issue.1-2 , pp. 65-119
    • Perron, P.1    Zhu, X.2
  • 25
    • 33747871785 scopus 로고    scopus 로고
    • Estimating restricted structural change models
    • P. Perron and Z. Qu, Estimating restricted structural change models, Journal of Econometrics 134(2) (2006), 373-399.
    • (2006) Journal of Econometrics , vol.134 , Issue.2 , pp. 373-399
    • Perron, P.1    Qu, Z.2
  • 26
    • 0346962796 scopus 로고    scopus 로고
    • Estimating a fuzzy term structure of interest rates using fuzzy regression techniques
    • J.A. Sánchez and A.T. Gómez, Estimating a fuzzy term structure of interest rates using fuzzy regression techniques, European Journal of Operational Research 154(3) (2004), 804-818.
    • (2004) European Journal of Operational Research , vol.154 , Issue.3 , pp. 804-818
    • Sánchez, J.A.1    Gómez, A.T.2
  • 27
    • 0034250394 scopus 로고    scopus 로고
    • Using change-point detection to support artificial neural networks for interest rates forecasting
    • K.J. Oh and I. Han, Using change-point detection to support artificial neural networks for interest rates forecasting, Expert Systems with Applications 19 (2) (2000), 105-115.
    • (2000) Expert Systems with Applications , vol.19 , Issue.2 , pp. 105-115
    • Oh, K.J.1    Han, I.2
  • 28
    • 0037412040 scopus 로고    scopus 로고
    • Nominal rates, real rates, and expected inflation: Results from a study of U.S. Treasury Inflation-Protected Securities
    • F.E. Laatsch and D.P. Klein, Nominal rates, real rates, and expected inflation: Results from a study of U.S. Treasury Inflation-Protected Securities, The Quarterly Review of Economics and Finance 43 (3) (2003), 405-417.
    • (2003) The Quarterly Review of Economics and Finance , vol.43 , Issue.3 , pp. 405-417
    • Laatsch, F.E.1    Klein, D.P.2
  • 29
    • 0030525288 scopus 로고    scopus 로고
    • Distinguishing between stochastic and deterministic behavior in high frequency foreign exchange rate returns: Can non-linear dynamics help forecasting?
    • A.A. Cecen and C. Erkal, Distinguishing between stochastic and deterministic behavior in high frequency foreign exchange rate returns: Can non-linear dynamics help forecasting? International Journal of Forecasting 12 (1996), 465-473.
    • (1996) International Journal of Forecasting , vol.12 , pp. 465-473
    • Cecen, A.A.1    Erkal, C.2
  • 30
    • 40749093037 scopus 로고
    • Measuring the strangeness of strange attractors
    • P. Grassberger and P. Procaccia, Measuring the strangeness of strange attractors, Physica 9 (1983), 189-208.
    • (1983) Physica , vol.9 , pp. 189-208
    • Grassberger, P.1    Procaccia, P.2
  • 31
    • 61449104724 scopus 로고    scopus 로고
    • The statistical mechanics of financial markets
    • J. Voit and R.W. Lourie, The statistical mechanics of financial markets, Physics today 55 (2002), 51-52.
    • (2002) Physics today , vol.55 , pp. 51-52
    • Voit, J.1    Lourie, R.W.2
  • 32
    • 33748611921 scopus 로고    scopus 로고
    • Ensemble based systems in decision making
    • R. Polikar, Ensemble based systems in decision making, IEEE Circuits and Systems Magazine, 6(3) (2006), 21-45.
    • (2006) IEEE Circuits and Systems Magazine , vol.6 , Issue.3 , pp. 21-45
    • Polikar, R.1
  • 33
    • 0000181737 scopus 로고
    • The jackknife and bootstrap for general stationary observations
    • H.R. Kuensch, The jackknife and bootstrap for general stationary observations, Annals of Statistics, 17 (1989) 1217-1241.
    • (1989) Annals of Statistics , vol.17 , pp. 1217-1241
    • Kuensch, H.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.