Table 3 Literature on applications of predictive BDA in SC demand forecasting (2005 to 2019)
| 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 | ||||