Patent ID: 11907991
Assignee: WALMART APOLLO, LLC
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 6:
7. A method for linking an item into an item line in an item database comprising a plurality of records for existing items, each record comprising a line identifier and one or more item attributes, the method comprising:
receiving an unassigned item record comprising one or more item attributes;
determining one or more line recommendations for the unassigned item record, wherein determining the one or more line recommendations for the unassigned item record comprises:
training a single-class support vector model with the plurality of records for existing items to determine a blueprint of assignable item attributes;
generating a new line recommendation record in the recommendation database when the item attributes of the unassigned item record do not match the blueprint of assignable item attributes; and executing a nearest neighbor evaluator configured to generate one or more existing line recommendation records in the recommendation database, each existing line recommendation comprising a line identifier associated with one or more existing item records having item attributes similar to the item attributes of the unassigned item record;

storing the one or more line recommendations in a recommendation database;
displaying the one or more line recommendations for the unassigned item record on a user interface;
receiving an input indicating a selected line identifier for the unassigned item record;
updating the item database with the unassigned item record and the selected line identifier; and
modifying a parameter of a line recommendation engine based on the selected line identifier.