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US Patent 11914507 Software test apparatus and software test method

Patent 11914507 was granted and assigned to Hitachi, Ltd. on February, 2024 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
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Hitachi, Ltd.
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Current Assignee
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Hitachi, Ltd.
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
119145070
Patent Inventor Names
Makoto Ishikawa0
Tomoyuki Myojin0
Naoto Sato0
Hideto Ogawa0
Hironobu Kuruma0
Date of Patent
February 27, 2024
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Patent Application Number
178255640
Date Filed
May 26, 2022
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Patent Citations
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US Patent 10545731 Variant modeling elements in graphical programs
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Patent Primary Examiner
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Ziaul A Chowdhury
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CPC Code
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G05B 17/02
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G06N 5/046
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G06F 11/3688
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G06F 11/3684
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Patent abstract

To make validity of a prediction model created by machine learning be able to be verified with appropriate accuracy and efficiency. A software test apparatus includes a storage device configured to store a prediction model, and an arithmetic device. The arithmetic device is configured to accept inputs of a precondition, a constraint condition, and an approximation threshold value, convert the prediction model into a logical expression, analyze an approximation range based on the approximation threshold value with respect to the logical expression to simplify the logical expression, generate an inspection expression by combining the simplified logical expression with the precondition and negation of the constraint condition, search for, as a counterexample, a value satisfying the inspection expression, input the value to the prediction model to evaluate inspection accuracy when the counterexample exists, and output a result of the evaluation.

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