STRUCTURAL DATA CLASSIFICATION

Patent №

US 8,121,967

Granted

2012-02-21

Filed 2008

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

6

ml · nlp · vision · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12141251

Techniques for classifying structural data with skewed distribution are disclosed. By way of example, a method classifying structural input data comprises a computer system performing the following steps. Multiple classifiers are constructed, wherein each classifier is constructed on a subset of training data, using one or more selected composite features from the subset of training data. A consensus among the multiple classifiers is computed in accordance with a voting scheme such that at least a portion of the structural input data is assigned to a particular class in accordance with the computed consensus. Such techniques for structured data classification are capable of handling skewed class distribution and partial feature coverage issues.

AI classification

Vision1.00
Machine learning1.00
Planning1.00
AI hardware0.99
Knowledge representation0.93
Natural language0.85
Evolutionary computation0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 211130123

Assignors

CHENG, HONG, FAN, WEI, YAN, XIFENG, YU, PHILIP SHI-LUNG

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

From the same owner

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