PRODUCT RECOMMENDING APPARATUS AND NON-TRANSITORY COMPUTER READABLE MEDIUM
A product recommending apparatus includes an obtaining unit, a classification unit, and a controller. The obtaining unit obtains a purchase history indicating information on a product that a user has purchased, and a promotion history indicating information on a product promoted to a user. The classification unit classifies, using the purchase history and the promotion history, each product into one of a first group of items purchased but not promoted, a second group of items purchased and promoted, a third group of items not purchased nor promoted, and a fourth group of items not purchased but promoted. The controller outputs, using a result of classification done by the classification unit, an item that would not be purchased if not promoted but would be purchased if promoted as an item to be recommended to a user.
1 . A product recommending apparatus comprising:
an obtaining unit that obtains a purchase history indicating information on a product that a user has purchased, and a promotion history indicating information on a product promoted to a user;
a classification unit that classifies, using the purchase history and the promotion history, each product into one of a first group of items purchased but not promoted, a second group of items purchased and promoted, a third group of items not purchased nor promoted, and a fourth group of items not purchased but promoted; and
a controller that outputs, using a result of classification done by the classification unit, an item that is not purchased if not promoted but is purchased if promoted as an item to be recommended to a user.
2 . The product recommending apparatus according to claim 1 , wherein the controller calculates a preference score of the first group, the second group, the third group, and the fourth group for each user, and outputs the item to be recommended using the preference scores.
3 . The product recommending apparatus according to claim 2 , wherein the controller outputs a product whose preference score is less than or equal to the preference score of the second group and greater than or equal to the preference score of the third group as the item to be recommended.
4 . The product recommending apparatus according to claim 2 , wherein the controller outputs a product whose average preference score is less than or equal to an average preference score of the second group and greater than or equal to an average preference score of the third group as the item to be recommended.
5 . The product recommending apparatus according to claim 2 , wherein the controller selects two groups from among the first group, the second group, the third group, and the fourth group, selects one item from each of the selected two groups, and learns comparative preference of the selected two items, thereby calculating the preference score.
6 . The product recommending apparatus according to claim 2 , wherein, if q i is a feature vector of a product and p u if a feature vector of a product that a user likes, then the controller calculates the preference score using:
ν ui =q i T p u .
7 . A non-transitory computer readable medium storing a program causing a computer to execute a process, the process comprising:
obtaining a purchase history indicating information on a product that a user has purchased, and a promotion history indicating information on a product promoted to a user;
classifying, using the purchase history and the promotion history, each product into one of a first group of items purchased but not promoted, a second group of items purchased and promoted, a third group of items not purchased nor promoted, and a fourth group of items not purchased but promoted; and
outputting, using a result of classification, an item that is not purchased if not promoted but is purchased if promoted as an item to be recommended to a user.
8 . A product recommending apparatus comprising:
obtaining means for obtaining a purchase history indicating information on a product that a user has purchased, and a promotion history indicating information on a product promoted to a user;
classification means for classifying, using the purchase history and the promotion history, each product into one of a first group of items purchased but not promoted, a second group of items purchased and promoted, a third group of items not purchased nor promoted, and a fourth group of items not purchased but promoted; and
control means for outputting, using a result of classification done by the classification means, an item that is not purchased if not promoted but is purchased if promoted as an item to be recommended to a user.