METHOD AND APPARATUS FOR PREDICTING BASED ON MULTI-SOURCE HETEROGENEOUS DATA

Patent №

US 9,760,832

Granted

2017-09-12

Filed 2014

Owner

BAIDU ONLINE NETWORK TECHNOLOGY (BEIJING) CO., LTD

Lab

AI components

6

ml · vision · kr · planning · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14585136

A method and apparatus for predicting based on multi-source heterogeneous data. The method comprises: acquiring, with regard to an event of a set type, at least two types of historical data that can reflect an event result; establishing a joint likelihood model of attribute data of the event of the set type and the historical data; determining an optimal estimation of the attribute data according to a maximum posterior principle; and determining, based on a probability distribution associated with the attribute data in the joint likelihood model, a parameter in the probability distribution as a prediction result of a predicted event of the set type. Some embodiments use a hierarchical model to introduce data of different sources into different data layers, unify heterogeneous data in a joint likelihood model to perform analysis, and obtain a more accurate, instant and stable prediction result through effective fusion.

AI classification

Machine learning1.00
Planning1.00
Knowledge representation1.00
Evolutionary computation1.00
Vision0.98
AI hardware0.97
Natural language0.08
Speech0.00

Ownership

BAIDU ONLINE NETWORK TECHNOLOGY (BEIJING) CO., LTD

assignment · 353050091

Assignors

WANG, QING, HU, WEI, SHEN, ZHIYONG

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

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