SYSTEMS AND METHODS FOR PROVIDING RECOMMENDATIONS OF COMPUTER APPLICATIONS BASED ON SIMILARITY

Patent №

US 12,373,516

Granted

2025-07-29

Filed 2021

Owner

SHOPIFY INC.

Lab

AI components

0

Assignment

None on record

Dataset

AIPD

Application

17476335

Systems, methods and computer readable medium are provided for generating recommendations of computer applications for entities including: receiving, at an input of a neural network model, a set of input features for characteristics of a set of entities; automatically selecting a middle layer of the model from amongst one or more hidden layers; determining values at the middle layer for entities corresponding to output values of the nodes of the middle layer; measuring similarity distances for a first entity as compared to other entities of the set of entities based on distance between the corresponding values at the middle layer; identifying a similar entity to the first entity based on the measured similarity distance for the first entity to the similar entity being the shortest of the measured similarity distances; and providing a recommendation for a computer application for the first entity based on the similar entity.

G06F 18/23213G06Q 30/00G06N 20/00G06F 18/22G06F 18/213G06N 3/04G06N 3/08

Ownership

SHOPIFY INC.

From the same owner

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