Self-adaptation evaluation device and method for mental fatigue
A technology for mental fatigue and evaluation devices, which is applied in the interdisciplinary field of biomedicine and informatics, can solve problems such as non-adaptiveness and poor generalization ability of classifiers, achieve good generalization ability, shorten training time, and reduce demand Quantity effect
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[0048] The preferred embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings; it should be understood that the preferred embodiments are only for illustrating the present invention, rather than limiting the protection scope of the present invention.
[0049] The present invention proposes an adaptive online evaluation device and method, which utilizes a semi-supervised learning mode to enable the classifier to require only a small number of labeled samples and make full use of a large number of unlabeled samples, while also having the characteristics of online self-adaptation. Although the semi-supervised learning mode can use unlabeled samples for learning, the use of unlabeled samples to train classifiers may also reduce the generalization ability. In view of this, the present invention proposes to use selective integration technology to train a group of fast and differentiated base classifiers as the initial classi...
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