Patent · US Active

Systems and methods for generating biomarker signatures with integrated dual ensemble and generalized simulated annealing techniques

US10373708B2 · kind B2 · utility

0Cited by

0References

20Claims

0Family size

Assignee

Philip Morris Products S.A. · CH

Inventors

Yang Xiang · Taiyuan, CN
Julia Hoeng · Yverdon-les-Bains, CH
Florian Martin · Peseux, CH

Key dates

Filing date	Jun 21, 2013
Grant date	Aug 6, 2019
Priority date	—
Expiry date	Mar 28, 2034

Classification

Technology area (CPC G)Physics
CPC primaryG16B40/00
WIPO fieldComputer technology
WIPO sectorElectrical engineering

Abstract

Described herein are systems and methods for classifying a data set using an ensemble classification technique. Classifiers are iteratively generated by applying machine learning techniques to a training data set, and training class sets are generated by classifying the elements in the training data set according to the classifiers. Objective values are computed based on the training class sets, and objective values associated with different classifiers are compared until a desired number of iterations is reached, and a final training class set is output.

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