GENERALIZED ENTERPRISE CATALOG CLASSIFICATION FOR SHORTHAND ITEM DESCRIPTORS

摘要

A system and a method are disclosed for classifying shorthand item descriptors in accordance with an enterprise catalog. An enterprise data management system uses one more models to determine items in the enterprise catalog that match a shorthand descriptor of an item. Shorthand item descriptors may originate from various transaction data such as at point-of-sale (POS) machines or online ordering systems. The enterprise data management system uses a first model to determine a normalized representation of the shorthand item descriptor. The enterprise data management system furthers used a second model to classify the normalized representation as one or more items included in the enterprise catalog, where the second model is trained through a supervised machine learning process using data corresponding to an enterprise catalog of one or more particular enterprises.