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Volumn 128, Issue 2, 2010, Pages 614-624

A hybrid intelligent model for medium-term sales forecasting in fashion retail supply chains using extreme learning machine and harmony search algorithm

Author keywords

Extreme learning machine; Fashion sales forecasting; Harmony search; Neural network

Indexed keywords

ARIMA MODELS; BENCHMARK DATASETS; DATA PREPROCESSING; EXTREME LEARNING MACHINE; FASHION SALES FORECASTING; GENERALIZATION PERFORMANCE; HARMONY SEARCH; HARMONY SEARCH ALGORITHMS; HYBRID INTELLIGENT MODEL; NEURAL NETWORK MODEL; RETAIL SUPPLY CHAIN; SALES FORECASTING;

EID: 78049314546     PISSN: 09255273     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ijpe.2010.07.008     Document Type: Article
Times cited : (156)

References (38)
  • 1
    • 0142239490 scopus 로고    scopus 로고
    • Forecasting aggregate retail sales a comparison of artificial neural networks and traditional methods
    • I. Alon, M. Qi, and R.J. Sadowski Forecasting aggregate retail sales a comparison of artificial neural networks and traditional methods Journal of Retailing and Consumer Services 8 3 2001 147 156
    • (2001) Journal of Retailing and Consumer Services , vol.8 , Issue.3 , pp. 147-156
    • Alon, I.1    Qi, M.2    Sadowski, R.J.3
  • 3
    • 46849097617 scopus 로고    scopus 로고
    • Fashion retail forecasting by evolutionary neural networks
    • K. Au, T. Choi, and Y. Yu Fashion retail forecasting by evolutionary neural networks International Journal of Production Economics 114 2 2008 615 630
    • (2008) International Journal of Production Economics , vol.114 , Issue.2 , pp. 615-630
    • Au, K.1    Choi, T.2    Yu, Y.3
  • 5
    • 49749182456 scopus 로고
    • Fitting the sales forecast to your firm
    • J.B. Boulden Fitting the sales forecast to your firm Business Horizons 1 1 1958 65 72
    • (1958) Business Horizons , vol.1 , Issue.1 , pp. 65-72
    • Boulden, J.B.1
  • 6
    • 37349127500 scopus 로고    scopus 로고
    • A fuzzy case-based reasoning model for sales forecasting in print circuit board industries
    • P. Chang, C. Liu, and R. Lai A fuzzy case-based reasoning model for sales forecasting in print circuit board industries Expert Systems with Applications 34 3 2008 2049 2058
    • (2008) Expert Systems with Applications , vol.34 , Issue.3 , pp. 2049-2058
    • Chang, P.1    Liu, C.2    Lai, R.3
  • 7
    • 16244419405 scopus 로고    scopus 로고
    • Evolving neural network for printed circuit board sales forecasting
    • P. Chang, Y. Wang, and C. Tsai Evolving neural network for printed circuit board sales forecasting Expert Systems with Applications 29 1 2005 83 92
    • (2005) Expert Systems with Applications , vol.29 , Issue.1 , pp. 83-92
    • Chang, P.1    Wang, Y.2    Tsai, C.3
  • 8
    • 0001092852 scopus 로고    scopus 로고
    • Forecasting methods using fuzzy concepts
    • T. Chen, and M. Wang Forecasting methods using fuzzy concepts Fuzzy Sets and Systems 105 3 1999 339 352
    • (1999) Fuzzy Sets and Systems , vol.105 , Issue.3 , pp. 339-352
    • Chen, T.1    Wang, M.2
  • 9
    • 0142154955 scopus 로고    scopus 로고
    • A comparative study of linear and nonlinear models for aggregate retail sales forecasting
    • C. Chu, and G. Zhang A comparative study of linear and nonlinear models for aggregate retail sales forecasting International Journal of Production Economics 86 3 2003 217 231
    • (2003) International Journal of Production Economics , vol.86 , Issue.3 , pp. 217-231
    • Chu, C.1    Zhang, G.2
  • 10
    • 49349123394 scopus 로고
    • Using BoxJenkins techniques in sales forecasting
    • D. Dalrymple Using BoxJenkins techniques in sales forecasting Journal of Business Research 6 2 1978 133 145
    • (1978) Journal of Business Research , vol.6 , Issue.2 , pp. 133-145
    • Dalrymple, D.1
  • 14
    • 33749523557 scopus 로고    scopus 로고
    • Exponential smoothing: The state of the artPart II
    • E. Gardner Exponential smoothing: the state of the artPart II International Journal of Forecasting 22 4 2006 637 666
    • (2006) International Journal of Forecasting , vol.22 , Issue.4 , pp. 637-666
    • Gardner, E.1
  • 15
    • 0000665819 scopus 로고
    • Forecasting retail sales using alternative models
    • M. Geurts, and J. Kelly Forecasting retail sales using alternative models International Journal of Forecasting 2 3 1986 261 272
    • (1986) International Journal of Forecasting , vol.2 , Issue.3 , pp. 261-272
    • Geurts, M.1    Kelly, J.2
  • 16
    • 0036783651 scopus 로고    scopus 로고
    • Modeling and forecasting tourism demand for arrivals with stochastic nonstationary seasonality and intervention
    • C. Goh, and R. Law Modeling and forecasting tourism demand for arrivals with stochastic nonstationary seasonality and intervention Tourism Management 23 5 2002 499 510
    • (2002) Tourism Management , vol.23 , Issue.5 , pp. 499-510
    • Goh, C.1    Law, R.2
  • 17
    • 0010929712 scopus 로고
    • Exponential smoothing and short-term sales forecasting
    • P. Harrison Exponential smoothing and short-term sales forecasting Management Science 13 11 1967 821 842
    • (1967) Management Science , vol.13 , Issue.11 , pp. 821-842
    • Harrison, P.1
  • 22
    • 1842427544 scopus 로고    scopus 로고
    • A new structural optimization method based on the harmony search algorithm
    • K. Lee, and Z. Geem A new structural optimization method based on the harmony search algorithm Computers and Structures 82 910 2004 781 798
    • (2004) Computers and Structures , vol.82 , Issue.910 , pp. 781-798
    • Lee, K.1    Geem, Z.2
  • 23
    • 0028315819 scopus 로고
    • An expert-system for choosing demand forecasting techniques
    • T. Lo An expert-system for choosing demand forecasting techniques International Journal of Production Economics 33 13 1994 5 15
    • (1994) International Journal of Production Economics , vol.33 , Issue.13 , pp. 5-15
    • Lo, T.1
  • 24
    • 34248141625 scopus 로고    scopus 로고
    • An improved harmony search algorithm for solving optimization problems
    • M. Mahdavi, M. Fesanghary, and E. Damangir An improved harmony search algorithm for solving optimization problems Applied Mathematics and Computation 188 2 2007 1567 1579
    • (2007) Applied Mathematics and Computation , vol.188 , Issue.2 , pp. 1567-1579
    • Mahdavi, M.1    Fesanghary, M.2    Damangir, E.3
  • 26
    • 0034288942 scopus 로고    scopus 로고
    • The M3-competition: Results, conclusions and implications
    • S. Makridakis, and M. Hibon The M3-competition: results, conclusions and implications International Journal of Forecasting 16 4 2000 451 476
    • (2000) International Journal of Forecasting , vol.16 , Issue.4 , pp. 451-476
    • Makridakis, S.1    Hibon, M.2
  • 27
    • 47049091951 scopus 로고    scopus 로고
    • The US fashion industry: A supply chain review
    • A. Sen The US fashion industry: a supply chain review International Journal of Production Economics 114 2 2008 571 593
    • (2008) International Journal of Production Economics , vol.114 , Issue.2 , pp. 571-593
    • Sen, A.1
  • 28
    • 0029779458 scopus 로고    scopus 로고
    • Forecasting short term regional gas demand using an expert system
    • P. Smith, S. Husein, and D. Leonard Forecasting short term regional gas demand using an expert system Expert Systems with Applications 10 2 1996 265 273
    • (1996) Expert Systems with Applications , vol.10 , Issue.2 , pp. 265-273
    • Smith, P.1    Husein, S.2    Leonard, D.3
  • 29
    • 56049098499 scopus 로고    scopus 로고
    • Sales forecasting using extreme learning machine with applications in fashion retailing
    • Z. Sun, T. Choi, K. Au, and Y. Yu Sales forecasting using extreme learning machine with applications in fashion retailing Decision Support Systems 46 1 2008 411 419
    • (2008) Decision Support Systems , vol.46 , Issue.1 , pp. 411-419
    • Sun, Z.1    Choi, T.2    Au, K.3    Yu, Y.4
  • 30
    • 0026258339 scopus 로고
    • Time-series forecasting using neural networks vs. BoxJenkins methodology
    • Z. Tang, C. Dealmeida, and P. Fishwick Time-series forecasting using neural networks vs. BoxJenkins methodology Simulation 57 1991 303 310
    • (1991) Simulation , vol.57 , pp. 303-310
    • Tang, Z.1    Dealmeida, C.2    Fishwick, P.3
  • 31
    • 33750831819 scopus 로고    scopus 로고
    • Forecasting daily supermarket sales using exponentially weighted quantile regression
    • J. Taylor Forecasting daily supermarket sales using exponentially weighted quantile regression European Journal of Operational Research 178 1 2007 154 167
    • (2007) European Journal of Operational Research , vol.178 , Issue.1 , pp. 154-167
    • Taylor, J.1
  • 33
    • 34249301767 scopus 로고    scopus 로고
    • A neural clustering and classification system for sales forecasting of new apparel items
    • S. Thomassey, and M. Happiette A neural clustering and classification system for sales forecasting of new apparel items Applied Soft Computing 7 4 2007 1177 1187
    • (2007) Applied Soft Computing , vol.7 , Issue.4 , pp. 1177-1187
    • Thomassey, S.1    Happiette, M.2
  • 35
    • 45049085027 scopus 로고    scopus 로고
    • Price and service competition of supply chains with risk-averse retailers under demand uncertainty
    • T. Xiao, and D. Yang Price and service competition of supply chains with risk-averse retailers under demand uncertainty International Journal of Production Economics 114 1 2008 187 200
    • (2008) International Journal of Production Economics , vol.114 , Issue.1 , pp. 187-200
    • Xiao, T.1    Yang, D.2
  • 36
    • 4344591889 scopus 로고    scopus 로고
    • Neural network forecasting for seasonal and trend time series
    • G. Zhang, and M. Qi Neural network forecasting for seasonal and trend time series European Journal of Operational Research 160 2 2005 501 514
    • (2005) European Journal of Operational Research , vol.160 , Issue.2 , pp. 501-514
    • Zhang, G.1    Qi, M.2
  • 37
    • 0037120692 scopus 로고    scopus 로고
    • The impact of forecasting model selection on the value of information sharing in a supply chain
    • DOI 10.1016/S0377-2217(01)00300-9, PII S0377221701003009
    • X. Zhao, J. Xie, and J. Leung The impact of forecasting model selection on the value of information sharing in a supply chain European Journal of Operational Research 142 2 2002 321 344 (Pubitemid 34803136)
    • (2002) European Journal of Operational Research , vol.142 , Issue.2 , pp. 321-344
    • Zhao, X.1    Xie, J.2    Leung, J.3


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