PERSONALIZATION OF ARTIFICIAL INTELLIGENCE MODELS FOR ANALYSIS OF CARDIAC RHYTHMS

Patent №

US 11,633,159

Granted

2023-04-25

Filed 2020

Owner

MEDTRONIC, INC.

Lab

AI components

3

ml · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16850618

Techniques are disclosed for monitoring a patient for the occurrence of cardiac arrhythmias. A computing system obtains a cardiac electrogram (EGM) strip for a current patient. Additionally, the computing system may apply a first cardiac rhythm classifier (CRC) with a segment of the cardiac EGM strip as input. The first CRC is trained on training cardiac EGM strips from a first population. The first CRC generates first data regarding an aspect of a cardiac rhythm of the current patient. The computing system may also apply a second CRC with the segment of the cardiac EGM strip as input. The second CRC is trained on training cardiac EGM strips from a smaller, second population. The second CRC generates second data regarding the aspect of the cardiac rhythm of the current patient. The computing system may generate output data based on the first and/or second data.

Machine learningKnowledge representationAI hardwareA61B 5/7267G06N 3/084A61B 5/341A61B 5/349A61B 5/35G06N 3/045G06N 3/0464G06N 3/09+9 more

AI classification

Machine learning1.00
AI hardware0.99
Knowledge representation0.95
Planning0.24
Natural language0.09
Evolutionary computation0.08
Vision0.02
Speech0.00

Ownership

MEDTRONIC, INC.

assignment · 524190077

Assignors

CHAKRAVARTHY, NIRANJAN, DANI, SIDDHARTH, HADDAD, TAREK D., KATRA, RODOLPHE, MUSGROVE, DONALD R., PEDALTY, LINDSAY A., RADTKE, ANDREW

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

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