UNBALANCED SAMPLE CLASSIFICATION METHOD AND APPARATUS

Patent №

US 11,640,558

Granted

2023-05-02

Filed 2020

Owner

SHENZHEN ACADEMY OF INSPECTION AND QUARANTINE

+2 more

Lab

AI components

4

ml · vision · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17009730

The present disclosure provides an unbalanced sample classification method and an unbalanced sample classification apparatus. The method includes: obtaining unbalanced sample data; calculating a sample contribution rate based on the sample data and the characteristic data; filtering out a part of the sample data within a preset sample contribution threshold according to the sample contribution rate to determine as target sample data; and inputting the target sample data into a sample classification model to calculate a sample classification result through a classification algorithm. By using two variables of the characteristic value contribution rate and the characteristic contribution rate, the characteristics and samples with low contribution rate for classification are eliminated to effectively reducing the processing of unbalanced sample data, and a machine learning classification algorithm can be used on this basis to adopt the effective characteristics or samples to achieve efficient classification.

Machine learningVisionKnowledge representationAI hardwareG06N 20/00G06F 18/2115G06F 18/214G06F 18/241G06N 3/08G06N 3/09

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Knowledge representation0.99
Natural language0.11
Planning0.06
Evolutionary computation0.00
Speech0.00

Ownership

SHENZHEN ACADEMY OF INSPECTION AND QUARANTINE

assignment · 536660005

SHENZHEN CUSTOMS INFORMATION CENTER

assignment · 536660005

SHENZHEN CUSTOMS ANIMAL AND PLANT INSPECTION AND QUARANTINE TECHNOLOGY CENTER

assignment · 536660005

Assignors

BAO, XIANYU, CAI, YINA, RUAN, ZHOUXI, GUO, YUN, WU, SHAOJING, LU, TIKANG, CHEN, ZHINAN

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

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