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Volumn 17, Issue 3, 1996, Pages 183-197

An intelligent approach to time series identification by a neural network-driven decision tree classifier

Author keywords

ARMA model; Decision tree classifier; Extended sample autocorrelation function; Neural pruning search algorithm; Pattern matching; Time series identification

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SIMULATION; CORRELATION METHODS; DATA STRUCTURES; MATHEMATICAL MODELS; NEURAL NETWORKS; PATTERN RECOGNITION; PATTERN RECOGNITION SYSTEMS; PROBLEM SOLVING; TIME SERIES ANALYSIS;

EID: 0030189493     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/0167-9236(95)00031-3     Document Type: Article
Times cited : (33)

References (55)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • H. Akaike, A New Look at the Statistical Model Identification, IEEE Transactions on Automatic Control 19 (1974) 716-723.
    • (1974) IEEE Transactions on Automatic Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 2
    • 30244502964 scopus 로고
    • Discrimination of earthquakes and explosions using short seismic array data
    • F.M. Anglin, Discrimination of Earthquakes and Explosions Using Short Seismic Array Data, Nature 223 (1971) 51-52.
    • (1971) Nature , vol.223 , pp. 51-52
    • Anglin, F.M.1
  • 3
    • 0018658479 scopus 로고
    • Karhunen - Loeve analysis of historical time series with an application to plantation births in Jamaica
    • June
    • A. Basilevsky and D.P.J. Hum, Karhunen - Loeve Analysis of Historical Time Series With an Application to Plantation Births in Jamaica, Journal of the American Statistical Association 74, No. 366 (June 1979) 284-290.
    • (1979) Journal of the American Statistical Association , vol.74 , Issue.366 , pp. 284-290
    • Basilevsky, A.1    Hum, D.P.J.2
  • 4
    • 0008847638 scopus 로고
    • Identification of a mixed autoregressive moving average process: The corner method
    • O.D. Anderson, Ed. (Amsterdam, North-Holland)
    • J.M. Beguin, C. Gourieroux and A. Monfort, Identification of a Mixed Autoregressive Moving Average Process: The Corner Method, in: O.D. Anderson, Ed., Time Series (Amsterdam, North-Holland, 1980) 423-436.
    • (1980) Time Series , pp. 423-436
    • Beguin, J.M.1    Gourieroux, C.2    Monfort, A.3
  • 5
    • 0042156333 scopus 로고
    • An application of statistical discrimination to classify seismic events
    • A. Booker and W. Mitronovas, An Application of Statistical Discrimination to Classify Seismic Events, Bulletin Seismological Society America 54 (1964) 961-977.
    • (1964) Bulletin Seismological Society America , vol.54 , pp. 961-977
    • Booker, A.1    Mitronovas, W.2
  • 8
    • 0021776661 scopus 로고
    • A massively parallel architecture for a self-organizing neural pattern recognition machine
    • G.A. Carpenter and S. Grossberg, A Massively Parallel Architecture for a Self-Organizing Neural Pattern Recognition Machine, Computer Vision, Graphics, and Image Processing 37 (1987) 54-115.
    • (1987) Computer Vision, Graphics, and Image Processing , vol.37 , pp. 54-115
    • Carpenter, G.A.1    Grossberg, S.2
  • 9
    • 84973857317 scopus 로고
    • ART2: Self-organization of stable category recognition codes for analog input patterns
    • G.A. Carpenter and S. Grossberg, ART2: Self-Organization of Stable Category Recognition Codes for Analog Input Patterns, Applied Optics 1 (1987) 4919-4930.
    • (1987) Applied Optics , vol.1 , pp. 4919-4930
    • Carpenter, G.A.1    Grossberg, S.2
  • 10
    • 0026954346 scopus 로고
    • Forecasting the behavior of multivariate time series using neural networks
    • K. Chakraborty, K. Mehrotra, C.K. Mohan, and S. Ranka, Forecasting the Behavior of Multivariate Time Series Using Neural Networks, Neural Networks 5 (1992) 961-970.
    • (1992) Neural Networks , vol.5 , pp. 961-970
    • Chakraborty, K.1    Mehrotra, K.2    Mohan, C.K.3    Ranka, S.4
  • 14
    • 0028485121 scopus 로고
    • Neural network system for forecasting method selection
    • C.H. Chu and D. Widjaja, Neural Network System for Forecasting Method Selection, Decision Support System 12 (1994) 13-24.
    • (1994) Decision Support System , vol.12 , pp. 13-24
    • Chu, C.H.1    Widjaja, D.2
  • 15
    • 0000167087 scopus 로고
    • Rule-based forecasting: Development and validation of an expert systems approach to combining time series extrapolations
    • F. Collopy and J.S. Armstrong, Rule-Based Forecasting: Development and Validation of an Expert Systems Approach to Combining Time Series Extrapolations, Management Science 38 (1992) 1394-1414.
    • (1992) Management Science , vol.38 , pp. 1394-1414
    • Collopy, F.1    Armstrong, J.S.2
  • 19
    • 0016049111 scopus 로고
    • A pattern recognition model for forecasting
    • April
    • H.R. Fogler, A Pattern Recognition Model for Forecasting, Management Science 20, No. 8 (April 1974) 1178-1189.
    • (1974) Management Science , vol.20 , Issue.8 , pp. 1178-1189
    • Fogler, H.R.1
  • 20
    • 0017693519 scopus 로고
    • Automatic classification of multivariate EEGs using an amount of information measure and the eigen values of parametric time series model features
    • W. Gersh, J. Yonemoto, and P. Naitoh, Automatic Classification of Multivariate EEGs Using an Amount of Information Measure and the Eigen Values of Parametric Time Series Model Features, Computers and Biomedical Research 10 (1977) 297-318.
    • (1977) Computers and Biomedical Research , vol.10 , pp. 297-318
    • Gersh, W.1    Yonemoto, J.2    Naitoh, P.3
  • 21
    • 0016567876 scopus 로고
    • Automated analysis of the electrical activity of the human brain (EEG): A progress report
    • A.S. Gevins, C.L. Veager, S.L. Diamond, J. Spire, G. Zeitlin, and A. Gevins, Automated Analysis of the Electrical Activity of the Human Brain (EEG): A Progress Report, Proceeding of IEEE 63 (1975) 1382-1399.
    • (1975) Proceeding of IEEE , vol.63 , pp. 1382-1399
    • Gevins, A.S.1    Veager, C.L.2    Diamond, S.L.3    Spire, J.4    Zeitlin, G.5    Gevins, A.6
  • 24
    • 0017799296 scopus 로고
    • Interpreting partial autocorrelation functions of seasonal time series models
    • D.C. Hamilton and D.G. Watts, Interpreting Partial Autocorrelation Functions of Seasonal Time Series Models, Biometrika 65 (1978) 135-140.
    • (1978) Biometrika , vol.65 , pp. 135-140
    • Hamilton, D.C.1    Watts, D.G.2
  • 25
    • 0041058901 scopus 로고
    • A neural network approach for the identification of the box-Jenkins model
    • W.C. Jhee, K.C. Lee and J.K. Lee, A Neural Network Approach for the Identification of the Box-Jenkins Model, Network 3 (1992) 323-329.
    • (1992) Network , vol.3 , pp. 323-329
    • Jhee, W.C.1    Lee, K.C.2    Lee, J.K.3
  • 27
    • 30244475667 scopus 로고
    • On hierarchical classifier and interactive design
    • P.R. Krishnaiah, Ed., North-Holland, Amsterdam
    • L.N. Kanal, On Hierarchical Classifier and Interactive Design, in: P.R. Krishnaiah, Ed., Applications of Statistics (North-Holland, Amsterdam, 1977) 301-321.
    • (1977) Applications of Statistics , pp. 301-321
    • Kanal, L.N.1
  • 31
    • 0028446877 scopus 로고
    • A two-stage neural network approach for ARMA model identification with ESACF
    • J.K. Lee and W.C. Jhee, A Two-Stage Neural Network Approach for ARMA Model Identification with ESACF, Decision Support Systems 11 (1994) 461-479.
    • (1994) Decision Support Systems , vol.11 , pp. 461-479
    • Lee, J.K.1    Jhee, W.C.2
  • 32
    • 38249028370 scopus 로고
    • Decision support in time series modeling by pattern recognition
    • K.C. Lee and S.J. Park, Decision Support in Time Series Modeling by Pattern Recognition, Decision Support Systems 4 (1988) 199-207.
    • (1988) Decision Support Systems , vol.4 , pp. 199-207
    • Lee, K.C.1    Park, S.J.2
  • 33
    • 38249006082 scopus 로고
    • A knowledge-based fuzzy decision tree classifier for time series modeling
    • K.C. Lee and S.J. Park, A Knowledge-Based Fuzzy Decision Tree Classifier for Time Series Modeling, Fuzzy Sets and Systems 33 (1989) 1-18.
    • (1989) Fuzzy Sets and Systems , vol.33 , pp. 1-18
    • Lee, K.C.1    Park, S.J.2
  • 38
    • 0002606579 scopus 로고
    • ARMA models for time series analysis and forecasting
    • E. Parzen, ARMA Models for Time Series Analysis and Forecasting, Journal of Forecasting 1 (1982) 67-82.
    • (1982) Journal of Forecasting , vol.1 , pp. 67-82
    • Parzen, E.1
  • 40
    • 0019244556 scopus 로고
    • Pattern recognition of waveforms using modem spectral estimation techniques and its application to earthquake/explosion data
    • December
    • C.S. Sarna and H. Stark, Pattern Recognition of Waveforms Using Modem Spectral Estimation Techniques and Its Application to Earthquake/Explosion Data, in: Proceeding of 5th International Conference on Pattern Recognition (December 1980) 1-4.
    • (1980) Proceeding of 5th International Conference on Pattern Recognition , pp. 1-4
    • Sarna, C.S.1    Stark, H.2
  • 41
    • 0004226041 scopus 로고
    • Princeton University Press Princeton
    • I. Selin, Detection Theory, Princeton University Press (Princeton, 1965).
    • (1965) Detection Theory
    • Selin, I.1
  • 43
    • 70350324040 scopus 로고
    • Discriminant analysis for time series
    • P.R. Krishnaiah and L.N. Kanal, Eds., North-Holland Publishing
    • R.H. Shumway, Discriminant Analysis for Time Series, P.R. Krishnaiah and L.N. Kanal, Eds., Handbook of Statistics, Vol.2 (North-Holland Publishing, 1982) 1-46.
    • (1982) Handbook of Statistics , vol.2 , pp. 1-46
    • Shumway, R.H.1
  • 45
    • 30244547202 scopus 로고
    • Waveform parsing system
    • P.R. Krishnaiah and L.N. Kanal, Eds., North-Holland Publishing
    • G.C. Stockman, Waveform Parsing System, P.R. Krishnaiah and L.N. Kanal, Eds., Handbook of Statistics, Vol. 2 (North-Holland Publishing, 1982) 527-548.
    • (1982) Handbook of Statistics , vol.2 , pp. 527-548
    • Stockman, G.C.1
  • 46
    • 0017266734 scopus 로고
    • Structural pattern recognition of carotid pulse waves using a general waveform parsing systems
    • December
    • G.C. Stockman, L.N. Kanal and M.C. Kyle, Structural Pattern Recognition of Carotid Pulse Waves Using a General Waveform Parsing Systems, Communications of the ACM 19 (December 1976).
    • (1976) Communications of the ACM , vol.19
    • Stockman, G.C.1    Kanal, L.N.2    Kyle, M.C.3
  • 48
    • 84950444719 scopus 로고
    • Consistent estimates of AR paramaters and ESACF for stationary and nonstationary ARMA models
    • R.S. Tsay and G.C. Tiao, Consistent Estimates of AR Paramaters and ESACF for Stationary and Nonstationary ARMA Models, Journal of American Statistical Association 79 (1984) 84-96.
    • (1984) Journal of American Statistical Association , vol.79 , pp. 84-96
    • Tsay, R.S.1    Tiao, G.C.2
  • 49
    • 30244491448 scopus 로고
    • On the pade table and its relationship to the R and S arrays and ARMA modelling
    • W.T. Tucker, On the Pade Table and Its Relationship to the R and S Arrays and ARMA Modelling, Communications in Statistics A11 (1982) 1335-1379.
    • (1982) Communications in Statistics , vol.A11 , pp. 1335-1379
    • Tucker, W.T.1
  • 50
    • 0021461358 scopus 로고
    • Analysis and design of a decision tree based on entropy reduction and its application to large character set recognition
    • Q.R. Wang and C.Y. Suen, Analysis and Design of a Decision Tree Based on Entropy Reduction and Its Application to Large Character Set Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence 6 (1984) 406-417.
    • (1984) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.6 , pp. 406-417
    • Wang, Q.R.1    Suen, C.Y.2
  • 53
    • 30244432331 scopus 로고
    • Speech recognition and understanding
    • K.S. Fu, Ed., Springer-Verlag, Berlin
    • J.J. Wolf, Speech Recognition and Understanding, in: K.S. Fu, Ed., Digital Pattern Recognition (Springer-Verlag, Berlin, 1976) 167-203.
    • (1976) Digital Pattern Recognition , pp. 167-203
    • Wolf, J.J.1
  • 54
    • 0011046911 scopus 로고
    • On the relationship between S-array and the box-Jenkins method of ARMA model identification
    • W.A. Woodward and H.L. Gray, On the Relationship between S-Array and the Box - Jenkins Method of ARMA Model Identification, Journal of American Statistical Association 76 (1981) 579-587.
    • (1981) Journal of American Statistical Association , vol.76 , pp. 579-587
    • Woodward, W.A.1    Gray, H.L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.