Literature (2005–2019) | Predictive BDA techniques |
Demand forecasting SC application | ||||||
---|---|---|---|---|---|---|---|---|
ANN | Clustering | KNN | Regression | SVM | SVR | TSF | ||
Chang et al. [91] | ✔ | Printed circuit boards | ||||||
Levis and Papageorgiou [116] | ✔ | Electrical appliances | ||||||
Chi et al. [117] | ✔ | Calendars | ||||||
Sun et al. [118] | ✔ | Fashion retails | ||||||
Efendigil et al. [119] | ✔ | Durable consumer goods | ||||||
Lee and Ou-Yang [120] | ✔ | Supplier bidding | ||||||
Chen et al. [121] | ✔ | Wafer tests | ||||||
Thomassey [105] | ✔ | Clothings | ||||||
Wu [95] | ✔ | Cars | ||||||
Wu [122] | ✔ | Cars | ||||||
Guanghui [96] | ✔ | ✔ | Paper and Cards | |||||
Babai et al. [123] | ✔ | Superstore retails | ||||||
Kourentzes [124] | ✔ | Automotive spare parts | ||||||
Lau et al. [125] | ✔ | Gasoline | ||||||
Da Veiga et al. [73] | ✔ | Dairy products | ||||||
Jun et al. [37] | ✔ | Hybrid cars | ||||||
Ma et al. [71] | ✔ | Smartphones | ||||||
Arunraj and Ahrens [126] | ✔ | ✔ | Food retails | |||||
Blackburn et al. [7] | ✔ | Chemicals | ||||||
Gaur et al. [81] | ✔ | Walmart SC | ||||||
Islek and Oguducu [100] | ✔ | Dried nuts and fruits | ||||||
Murray et al. [74] | ✔ | Bulk materials | ||||||
Ramos et al. [75] | ✔ | Retails sector (footwear) | ||||||
Saha et al. [90] | ✔ | Server manufacturing | ||||||
Di Pillo et al. [127] | ✔ | ✔ | Retails sector | |||||
Liu et al. [86] | ✔ | Furniture | ||||||
Nikolopoulos et al. [80] | ✔ | Automotive spare parts | ||||||
da Veiga et al. [128] | ✔ | ✔ | Foodstuff retails | |||||
Vhatkar and Dias [84] | ✔ | ✔ | Oral care products | |||||
Amirkolaii et al. [88] | ✔ | Aircraft spare parts | ||||||
Bohanec et al. [17] | ✔ | ✔ | Toys | |||||
Chen and Lu [98] | ✔ | Computer retails | ||||||
Huber et al. [19] | ✔ | ✔ | Bakery products | |||||
Chawla et al. [129] | ✔ | Walmart | ||||||
Huang et al. [89] | ✔ | ✔ | E-logistics | |||||
Loureiro et al. [102] | ✔ | ✔ | ✔ | Fashion retails | ||||
Pereira et al. [130] | ✔ | Scrap tires | ||||||
Yang and Sutrisno [93] | ✔ | ✔ | Perishable goods | |||||
Villegas et al. [94] | ✔ | ✔ | Personal care products | |||||
Yuan et al. [87] | ✔ | E-logistics | ||||||
Fanoodi et al. [131] | ✔ | ✔ | Blood cells (platelet) | |||||
Kilimci et al. [101] | ✔ | ✔ | ✔ | Discount stores | ||||
Merkuryeva et al. [92] | ✔ | ✔ | Pharmaceuticals | |||||
Puspita et al. [104] | ✔ | ✔ | Forklifts | |||||
Punam et al. [103] | ✔ | ✔ | ✔ | Online grocery | ||||
Sharma and Singhal [132] | ✔ | ✔ | Automotive/industrial lubricants | |||||
Tanizaki et al. [133] | ✔ | Restaurant supplies | ||||||
Wang and Chen [134] | ✔ | ✔ | ✔ | Chip manufacturing | ||||
Zhu et al. [15] | ✔ | ✔ | ✔ | Seeds |