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SupportVectorMachines

Hyperparameter tuning using Support Vector Machine kernels

The dataset contains purchase information for Citrus Hill or Minute Maid orange juice. A description of the variables follows.

  1. Purchase: A factor with levels CH and MM indicating whether the customer purchased Citrus Hill or Minute Maid Orange Juice
  2. WeekofPurchase: Week of purchase
  3. StoreID: Store ID
  4. PriceCH: Price charged for CH
  5. PriceMM: Price charged for MM
  6. DiscCH: Discount offered for CH
  7. DiscMM: Discount offered for MM
  8. SpecialCH: Indicator of special on CH
  9. SpecialMM: Indicator of special on MM
  10. LoyalCH: Customer brand loyalty for CH
  11. SalePriceMM: Sale price for MM
  12. SalePriceCH: Sale price for CH
  13. PriceDiff: Sale price of MM less sale price of CH
  14. Store7: A factor with levels No and Yes indicating whether the sale is at Store 7
  15. PctDiscMM: Percentage discount for MM
  16. PctDiscCH: Percentage discount for CH
  17. ListPriceDiff: List price of MM less list price of CH
  18. STORE: Which of 5 possible stores the sale occured