메뉴 건너뛰기




Volumn , Issue , 2010, Pages 593-599

Sales forecasting of IT products using a hybrid MARS and SVR model

Author keywords

Hybrid forecsasying model; IT product; Multivariate adaptive regression splines; Sales forecasting; Support vector regression

Indexed keywords

HYBRID FORECSASYING MODEL; IT PRODUCT; MULTIVARIATE ADAPTIVE REGRESSION SPLINES; SALES FORECASTING; SUPPORT VECTOR REGRESSION;

EID: 79951729291     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2010.11     Document Type: Conference Paper
Times cited : (11)

References (22)
  • 1
    • 0026954346 scopus 로고
    • Forecasting the behavior of multivariate time series using neural networks
    • K. Chakraborty, K. Mehrotra, and C. K. Mohan, "Forecasting the behavior of multivariate time series using neural networks," Neural Networks, vol. 5, no. 6, pp. 961-970, 1992. (Pubitemid 23581247)
    • (1992) Neural Networks , vol.5 , Issue.6 , pp. 961-970
    • Chakraborty Kanad1    Mehrotra Kishan2    Mohan Chilukuri, K.3    Ranka Sanjay4
  • 2
    • 33750963656 scopus 로고    scopus 로고
    • Improved supply chain management based on hybrid demand forecasts
    • A. Luis, and W. Richard, W, "Improved supply chain management based on hybrid demand forecasts," Applied Sofft Computing, vol. 7, no. 1, pp. 136-144, 2007.
    • (2007) Applied Sofft Computing , vol.7 , Issue.1 , pp. 136-144
    • Luis, A.1    Richard, W.W.2
  • 3
    • 33845793937 scopus 로고    scopus 로고
    • Extracting underlying meaningful features and canceling noise using independent component analysis for direct marketing
    • A. Hyunchul, C. Eunsup, and H. Ingoo, H., "Extracting underlying meaningful features and canceling noise using independent component analysis for direct marketing," Expert Systems with Applications, vol. 33, no. 1, pp. 181-191, 2007.
    • (2007) Expert Systems with Applications , vol.33 , Issue.1 , pp. 181-191
    • Hyunchul, A.1    Eunsup, C.2    Ingoo, H.H.3
  • 5
    • 0037381038 scopus 로고    scopus 로고
    • Support vector machines experts for time series forecasting
    • L. J. Cao, "Support vector machines experts for time series forecasting," Neurocomputin, vol. 51, pp. 321-339, 2003.
    • (2003) Neurocomputin , vol.51 , pp. 321-339
    • Cao, L.J.1
  • 6
    • 0035533512 scopus 로고    scopus 로고
    • Financial forecasting using support vector machines
    • L. J. Cao and F. E. H. Tay, "Financial forecasting using support vector machines," Neural Computing & Applications, vol. 10, pp. pp. 184-192, 2001.
    • (2001) Neural Computing & Applications , vol.10 , pp. 184-192
    • Cao, L.J.1    Tay, F.E.H.2
  • 7
    • 0742268991 scopus 로고    scopus 로고
    • Support vector machine with adaptive parameters in financial time series forecasting
    • F. E. H. Tay and L. J. Cao, "Support vector machine with adaptive parameters in financial time series forecasting," IEEE Transactions on Neural Networks, vol. 14, pp. 1506-1518, 2003.
    • (2003) IEEE Transactions on Neural Networks , vol.14 , pp. 1506-1518
    • Tay, F.E.H.1    Cao, L.J.2
  • 9
    • 0442296729 scopus 로고    scopus 로고
    • Support vector machines for wind speed prediction
    • DOI 10.1016/j.renene.2003.11.009
    • M. Mohandes, T. O. Halawani, and S. Rehman, "Support vector machine for wind speed prediction," International Journal of Renewable Energy, vol. 29, no. 6, pp. 939-947, 2004. (Pubitemid 38242182)
    • (2004) Renewable Energy , vol.29 , Issue.6 , pp. 939-947
    • Mohandes, M.A.1    Halawani, T.O.2    Rehman, S.3    Hussain, A.A.4
  • 10
    • 58349104545 scopus 로고    scopus 로고
    • Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions
    • M. Castro-Neto, Y.-S. Jeong, M.-K. Jeong and L. D. Han, "Online-SVR for short-term traffic flow prediction under typical and atypical traffic conditions," Expert Systems with Applications, vol. 36, pp. 6164-6173.
    • Expert Systems with Applications , vol.36 , pp. 6164-6173
    • Castro-Neto, M.1    Jeong, Y.-S.2    Jeong, M.-K.3    Han, L.D.4
  • 11
    • 33748695973 scopus 로고    scopus 로고
    • Support vector regression with genetic algorithms in forecasting tourism demand
    • K. Y. Chen, and C. H. Wang, "Support vector regression with genetic algorithms in forecasting tourism demand," Tourism Management, vol. 28, no. 1, pp. 215-226, 2007.
    • (2007) Tourism Management , vol.28 , Issue.1 , pp. 215-226
    • Chen, K.Y.1    Wang, C.H.2
  • 12
    • 64949130686 scopus 로고    scopus 로고
    • Financial time series forecasting using independent component analysis and support vector regression
    • C.-J. Lu, T.-S. Lee, and C.-C. Chiu, "Financial time series forecasting using independent component analysis and support vector regression," Decision Support Systems, vol. 47, pp. 115-125, 2009.
    • (2009) Decision Support Systems , vol.47 , pp. 115-125
    • Lu, C.-J.1    Lee, T.-S.2    Chiu, C.-C.3
  • 13
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines (with discussion)
    • J. H. Friedman, "Multivariate adaptive regression splines (with discussion)," The Annals of Statistics, vol. 19, pp. 1-141, 1991.
    • (1991) The Annals of Statistics , vol.19 , pp. 1-141
    • Friedman, J.H.1
  • 14
    • 10844230994 scopus 로고    scopus 로고
    • Intrusion detection using an ensemble of intelligent paradigms
    • DOI 10.1016/j.jnca.2004.01.003, PII S1084804504000049, Computational Intelligence on the Internet
    • S. Mukkamala, A. H. Sung, and A. Abraham, A., "Intrusion detection using an ensemble of intelligent paradigms," Journal of Network and Computer Applications, vol. 28, no. 2, pp. 167-182, 2005. (Pubitemid 40003209)
    • (2005) Journal of Network and Computer Applications , vol.28 , Issue.2 , pp. 167-182
    • Mukkamala, S.1    Sung, A.H.2    Abraham, A.3
  • 15
    • 58649083226 scopus 로고    scopus 로고
    • Multi-step ahead forecasts for electricity prices using NARX: A new approach, a critical analysis of one-step ahead forecasts
    • A. Andalib, and F. Atry, "Multi-step ahead forecasts for electricity prices using NARX: A new approach, a critical analysis of one-step ahead forecasts," Energy Conversion and Management, vol. 50, no. 3, pp. 739-747, 2009.
    • (2009) Energy Conversion and Management , vol.50 , Issue.3 , pp. 739-747
    • Andalib, A.1    Atry, F.2
  • 16
    • 17844382437 scopus 로고    scopus 로고
    • A two-stage hybrid credit scoring model using artificial neural networks and multivariate adaptive regression splines
    • T. S. Lee, and I. F. Chen, "A two-stage hybrid credit scoring model using artificial neural networks and multivariate adaptive regression splines," Expert Systems with Applications, vol. 28, no. 4, pp. 743752, 2005.
    • (2005) Expert Systems with Applications , vol.28 , Issue.4 , pp. 743752
    • Lee, T.S.1    Chen, I.F.2
  • 17
    • 26444554549 scopus 로고    scopus 로고
    • Mining the customer credit using classification and regression tree and multivariate adaptive regression splines
    • T. S. Lee, C. C. Chiu, Y. C. Chou, and C. J. Lu, "Mining the customer credit using classification and regression tree and multivariate adaptive regression splines," Computational Statistics and Data Analysis, vol. 50, no. 4, pp. 1113-1130, 2006.
    • (2006) Computational Statistics and Data Analysis , vol.50 , Issue.4 , pp. 1113-1130
    • Lee, T.S.1    Chiu, C.C.2    Chou, Y.C.3    Lu, C.J.4
  • 18
    • 0346250790 scopus 로고    scopus 로고
    • Practical selection of SVM parameters and noise estimation for SVM regression
    • DOI 10.1016/S0893-6080(03)00169-2
    • V. Cherkassky, Y. Ma, "Practical selection of SVM parameters and noise estimation for SVM regression," Neural Networks, vol. 17, pp. 113-126, 2004. (Pubitemid 38019003)
    • (2004) Neural Networks , vol.17 , Issue.1 , pp. 113-126
    • Cherkassky, V.1    Ma, Y.2
  • 20
    • 9244248635 scopus 로고    scopus 로고
    • Forecasting the New York stock exchange composite index with past price and interest rate on condition of volume spike
    • W. Leigh, R. Hightower, and N. Modani, "Forecasting the New York stock exchange composite index with past price and interest rate on condition of volume spike," Expert Systems with Applications, vol. 28, pp. 1-8, 2005.
    • (2005) Expert Systems with Applications , vol.28 , pp. 1-8
    • Leigh, W.1    Hightower, R.2    Modani, N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.