Patent · US Active

Method and system for joint selection of a feature subset-classifier pair for a classification task

US11494415B2 · kind B2 · utility

0Cited by

0References

6Claims

0Family size

Assignee

Tata Consultancy Services Limited · IN

Inventors

Ishan SAHU · Sherghati, IN
Ayan Mukherjee · Sherghati, IN
Arijit Ukil · Sherghati, IN
Soma Bandyopadhyay · Sherghati, IN
Chetanya Puri · Sherghati, IN
Rituraj Singh · Sherghati, IN
Arpan Pal · Sherghati, IN
Rohan Banerjee · Sherghati, IN

Key dates

Filing date	May 23, 2019
Grant date	Nov 8, 2022
Priority date	—
Expiry date	Sep 8, 2041

Classification

Technology area (CPC G)Physics
CPC primaryG06V10/771
WIPO fieldComputer technology
WIPO sectorElectrical engineering

Abstract

A method and system for a feature subset-classifier pair for a classification task. The classification task corresponds to automatically classifying data associated with a subject(s) or object(s) of interest into an appropriate class based on a feature subset selected among a plurality of features extracted from the data and a classifier selected from a set of classifier types. The method proposed includes simultaneously determining the feature subset-classifier pair based on a relax-greedy {feature subset, classifier} approach utilizing sub-greedy search process based on a patience function, wherein the feature subset-classifier pair provides an optimal combination for more accurate classification. The automatic joint selection is time efficient solution, effectively speeding up the classification task.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.