CLUSTER-BASED SCALABLE COLLABORATIVE FILTERING

Patent №

US 8,738,467

Granted

2014-05-27

Filed 2006

Owner

MICROSOFT CORPORATION

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11377480

Methods for determining a predictive rating are disclosed. In an embodiment, an active user is compared to a set of clusters. One or more of the clusters are determined to be most similar to the active user. From the one or more clusters, K users are determined to be most similar to the active user. Prior ratings for an item by the K users may be used to predict a rating for the item for the active user.

AI classification

AI hardware1.00
Machine learning1.00
Planning1.00
Knowledge representation0.99
Evolutionary computation0.96
Natural language0.43
Vision0.02
Speech0.00

Ownership

MICROSOFT CORPORATION

assignment · 176020784

Assignors

LIN, CHENXI, XUE, GUI-RONG, ZENG, HUA-JUN, CHEN, ZHENG, ZHANG, BENYU, WANG, JIAN

On an employer assignment, the assignors are typically the inventors.

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