Machine learning based approach for identification of extremely rare events in high-dimensional space
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United States of America Patent
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Oct 24, 2023
Grant Date -
May 28, 2020
app pub date -
Nov 28, 2018
filing date -
Nov 28, 2018
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Abstract
Methods and systems for using machine learning to identify extremely rare events in high-dimensional space are disclosed. A method includes: identifying, by a computing device, a plurality of derived attributes using an external data source; selecting, by the computing device, a plurality of key performance indicators from the plurality of derived attributes using a neural network and based on an extremely rare event being modeled; constructing, by the computing device, a linear model using the plurality of key performance indicators; and predicting, by the computing device, occurrences of the extremely rare event using the linear model.
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