GRANULAR DATA FOR BEHAVIORAL TARGETING USING PREDICTIVE MODELS

Patent №

US 7,921,069

Granted

2011-04-05

Filed 2007

Owner

YAHOO! INC.

Lab

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11770413

A method of targeting receives several granular events and preprocesses the received granular events thereby generating preprocessed data to facilitate construction of a model based on the granular events. The method generates a predictive model by using the pre-processed data. The predictive model is for determining a likelihood of a user action. The method trains the predictive mode. A system for targeting includes granular events, a preprocessor for receiving the granular events, a model generator, and a model. The preprocessor has one or more modules for at least one of pruning, aggregation, clustering, and/or filtering. The model generator is for constructing a model based on the granular events, and the model is for determining a likelihood of a user action. The system of some embodiments further includes several users, a selector for selecting a particular set of users from among the several users, a trained model, and a scoring module.

AI classification

Knowledge representation1.00
Machine learning1.00
Planning1.00
AI hardware1.00
Vision0.97
Natural language0.93
Speech0.01
Evolutionary computation0.00

Ownership

YAHOO! INC.

assignment · 194950309

Assignors

CANNY, JOHN, ZHONG, SHI, GAFFNEY, SCOTT, BROWER, CHAD, BERKHIN, PAVEL, JOHN, GEORGE H

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

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