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Deep learning with long short-term memory networks and random forests for demand forecasting in multi-channel retail
Punia, Sushil; Nikolopoulos, Konstantinos; Singh, Surya … - In: International journal of production research 58 (2020) 16, pp. 4964-4979
Persistent link: https://www.econbiz.de/10012266114
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Forecasting for big data : does suboptimality matter?
Nikolopoulos, Konstantinos; Petropoulos, Fotios - In: Computers & operations research : and their … 98 (2018), pp. 322-329
Persistent link: https://www.econbiz.de/10011886959
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The value of competitive information in forecasting FMCG retail product sales and the variable selection problem
Huang, Tao; Fildes, Robert; Soopramanien, Didier - In: European journal of operational research : EJOR 237 (2014) 2, pp. 738-748
Persistent link: https://www.econbiz.de/10010379939
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Demand forecasting with high dimensional data : the case of SKU retail sales forecasting with intra- and inter-category promotional information
Ma, Shaohui; Fildes, Robert; Huang, Tao - In: European journal of operational research : EJOR 249 (2016) 1, pp. 245-257
Persistent link: https://www.econbiz.de/10011435824
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Retail sales forecasting with meta-learning
Ma, Shaohui; Fildes, Robert - In: European journal of operational research : EJOR 288 (2021) 1, pp. 111-128
Persistent link: https://www.econbiz.de/10012496537
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A retail store SKU promotions optimization model for category multi-period profit maximization
Ma, Shaohui; Fildes, Robert - In: European journal of operational research : EJOR 260 (2017) 2, pp. 680-692
Persistent link: https://www.econbiz.de/10011699095
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Forecasting retailer product sales in the presence of structural change
Huang, Tao; Fildes, Robert; Soopramanien, Didier - In: European journal of operational research : EJOR 279 (2019) 2, pp. 459-470
Persistent link: https://www.econbiz.de/10012110716
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Retail forecasting : research and practice
Fildes, Robert; Ma, Shaohui; Kolassa, Stephan - In: International journal of forecasting 38 (2022) 4, pp. 1283-1318
Persistent link: https://www.econbiz.de/10014381082
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Post-scrip-retail forecasting : research and practice
Fildes, Robert; Kolassa, Stephan; Ma, Shaohui - In: International journal of forecasting 38 (2022) 4, pp. 1319-1324
Persistent link: https://www.econbiz.de/10014381083
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The performance of the global bottom-up approach in the M5 accuracy competition : a robustness check
Ma, Shaohui; Fildes, Robert - In: International journal of forecasting 38 (2022) 4, pp. 1492-1499
Persistent link: https://www.econbiz.de/10014381130