FAILURE FEEDBACK SYSTEM FOR ENHANCING MACHINE LEARNING ACCURACY BY SYNTHETIC DATA GENERATION
Patent №
US 10,692,019
Granted
2020-06-23
Filed 2019
Owner
CAPITAL ONE SERVICES, LLC
Lab
—
AI components
4
ml · vision · kr · planning
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16537921
An exemplary system, method, and computer-accessible medium can include, for example, (a) receiving a dataset(s), (b) determining if a misclassification(s) is generated during a training of a model(s) on the dataset(s), (c) generating a synthetic dataset(s) based on the misclassification(s), and (d) determining if the misclassification(s) is generated during the training of the model(s) on the synthetic dataset(s). The dataset(s) can include a plurality of data types. The misclassification(s) can be determined by determining if one of the data types is misclassified. The dataset(s) can include an identification of each of the data types in the dataset(s).
AI classification
Ownership
CAPITAL ONE SERVICES, LLC
assignment · 500240712
Assignors
GOODSITT, JEREMY, TRUONG, ANH, FARIVAR, REZA, ABAD, FARDIN ABDI TAGHI, WATSON, MARK, PHAM, VINCENT, WALTERS, AUSTIN
On an employer assignment, the assignors are typically the inventors.