Machine learning model error detection

Number of patents in Portfolio can not be more than 2000

United States of America Patent

PATENT NO 11720819
APP PUB NO 20210374601A1
SERIAL NO

16888356

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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A system includes a memory having instructions therein and at least one processor in communication with the memory. The at least one processor is configured to execute the instructions to determine a global-level importance magnitude value for a global-level importance of an explainable feature of a machine learning base model based on a first prediction of the machine learning base model. The at least one processor is also configured to execute the instructions to determine a global-level importance direction label for the global-level importance of the explainable feature based on the first prediction. The at least one processor is also configured to execute the instructions to generate a communication for presentation to a user based on a second prediction of the machine learning base model, based on the global-level importance magnitude value, and based on the global-level importance direction label.

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Patent Owner(s)

  • IBM CORPORATION

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Akkiraju, Rama Kalyani T Cupertino, US 58 582
Guo, Yufan San Jose, US 20 86
Liu, Zhe San Jose, US 238 618
Mahmud, Jalal San Jose, US 19 40

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