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• W3033182743 abstract "A fundamental challenge for running machine learning algorithms on battery-powered devices is the time and energy limitations, as these devices have constraints on resources. There are resource-efficient classifier algorithms that can run on these devices, but their accuracy is often sacrificed for resource efficiency. Here, we propose an ultra-low power classifier, SEFR, with linear time complexity, both in the training and the testing phases. SEFR is comparable to state-of-the-art classifiers in terms of classification accuracy, but it is 63 times faster and 70 times more energy efficient than the average of state-of-the-art and baseline classifiers on binary class datasets. The energy and memory consumption of SEFR is very insignificant, and it can even perform both train and test phases on microcontrollers. To our knowledge, this is the first multipurpose classification algorithm specifically designed to perform both training and testing on ultra-low power devices." @default.
• W3033182743 created "2020-06-12" @default.
• W3033182743 creator A5029831466 @default.
• W3033182743 creator A5039709638 @default.
• W3033182743 creator A5071424921 @default.
• W3033182743 date "2020-06-08" @default.
• W3033182743 modified "2023-09-27" @default.
• W3033182743 title "SEFR: A Fast Linear-Time Classifier for Ultra-Low Power Devices." @default.
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• W3033182743 hasPublicationYear "2020" @default.
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