Error analysis of a predictive model
Embodiments are provided for analysis of errors of a predictive model. In some embodiments, a system can include a processor that executes computer-executable components stored in memory. The computer-executable components can include an overview component that causes a client device to present firs...
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Main Authors | , , , , , |
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Format | Patent |
Language | English |
Published |
29.03.2022
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Abstract | Embodiments are provided for analysis of errors of a predictive model. In some embodiments, a system can include a processor that executes computer-executable components stored in memory. The computer-executable components can include an overview component that causes a client device to present first data identifying an error corresponding to a cell of a confusion matrix for a classification model, the error representing a mismatch between a first label generated by the classification model and a second label corresponding to a ground-truth observation. The computer-executable components also can include an element view component that receives second data defining a root cause of the error. The computer-executable components can further include an error annotation component that can embed the second data into a first data structure containing the first data, resulting in a first annotated data structure. |
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AbstractList | Embodiments are provided for analysis of errors of a predictive model. In some embodiments, a system can include a processor that executes computer-executable components stored in memory. The computer-executable components can include an overview component that causes a client device to present first data identifying an error corresponding to a cell of a confusion matrix for a classification model, the error representing a mismatch between a first label generated by the classification model and a second label corresponding to a ground-truth observation. The computer-executable components also can include an element view component that receives second data defining a root cause of the error. The computer-executable components can further include an error annotation component that can embed the second data into a first data structure containing the first data, resulting in a first annotated data structure. |
Author | Ponceleon, Dulce B Vaithyanathan, Shivakumar Wolf, Christine T Li, Yunyao Katsis, Ioannis Krishnamurthy, Rajasekar |
Author_xml | – fullname: Wolf, Christine T – fullname: Li, Yunyao – fullname: Ponceleon, Dulce B – fullname: Krishnamurthy, Rajasekar – fullname: Katsis, Ioannis – fullname: Vaithyanathan, Shivakumar |
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Snippet | Embodiments are provided for analysis of errors of a predictive model. In some embodiments, a system can include a processor that executes computer-executable... |
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Title | Error analysis of a predictive model |
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