Patent №
US 8,121,967
Granted
2012-02-21
Filed 2008
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
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
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.