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

From: Predictive big data analytics for supply chain demand forecasting: methods, applications, and research opportunities

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