CLINICAL PREDICTOR BASED ON MULTIPLE MACHINE LEARNING MODELS

Patent №

US 11,664,126

Granted

2023-05-30

Filed 2020

Owner

ROCHE DIAGNOSTICS CORPORATION

+2 more

Lab

AI components

6

ml · nlp · vision · kr · evo · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16871933

A method comprises: receiving data corresponding to a plurality of data categories of a patient; selecting, from a plurality of trained machine learning models and based on the plurality of data categories, a first machine learning model and a second machine learning model, the first machine learning model being trained using first data of a first subset of the plurality of data categories and having a first weight indicative of a first performance metric value, the second machine learning model being trained using second data of a second subset of the plurality of data categories and having a second weight indicative of a second performance metric value; generating a first prediction result and a second prediction result using, respectively, the first model and the second model; and generating a combined prediction result based on the first prediction result, the second prediction result, the first weight and the second weight.

Machine learningNatural languageVisionKnowledge representationEvolutionary computationAI hardwareG16H 50/20G06N 5/01G06N 5/025G06N 20/20G06Q 50/00G16H 50/30G16H 50/70G06F 18/217+2 more

AI classification

Machine learning1.00
Vision1.00
AI hardware1.00
Natural language1.00
Evolutionary computation0.89
Knowledge representation0.73
Planning0.36
Speech0.00

Ownership

ROCHE DIAGNOSTICS CORPORATION

assignment · 556300036

F. HOFFMANN-LA ROCHE AG

assignment · 556300065

ROCHE MOLECULAR SYSTEMS, INC.

assignment · 559930342

Assignors

PRIME, MATTHEW

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

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