QUERYING FEATURES BASED ON USER ACTIONS IN ONLINE SYSTEMS

Patent №

US 9,195,705

Granted

2015-11-24

Filed 2014

Owner

FACEBOOK, INC.

AI components

5

ml · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14278382

Online systems, for example, social networking systems store features describing relations between entities represented in the online system. The information describing the features is represented as a graph. The online system maintains a cumulative feature graph and an incremental feature graph. Feature values based on recent user actions are stored in the incremental graph and feature values based on previous actions are stored in the cumulative graph. Periodically, the information stored in the incremental feature graph is merged with the information stored in the cumulative feature graph. The incremental graph is marked as inactive during the merge and information based on new user actions is stored in an active incremental feature graph. If a request for feature information is received, the feature information obtained from the cumulative feature graph, inactive incremental feature graph and the active incremental feature graph are combined to determine the feature information.

AI classification

Knowledge representation1.00
Machine learning0.99
AI hardware0.98
Planning0.86
Evolutionary computation0.74
Vision0.46
Natural language0.40
Speech0.00

Ownership

FACEBOOK, INC.

assignment · 329910556

Assignors

HUA, MING, YAN, HONG

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

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