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Industrial Automatic Control Systems and Controllers

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Ways to Raise Accuracy in the Task of Identifying Keyboard Handwriting by a Neural Network Model
Mustafaev A.G., Kobzarenko D.N., Shikhsaidov B.I.

Based on the source material obtained by taking the keyboard handwriting from users of a personal computer, the task of
classifying the user using a neural network is set. Ways to improve recognition accuracy are considered. New class fi ltering
algorithms are proposed, based on counting the output data of a neural network to obtain the class number, and analyzing
the distribution of types of sequences of a chain of four keyboard events and a method for eliminating some classes based
on it. The results of original experiments performed to test hypotheses regarding these methods of increasing accuracy are
presented.
Keywords: keyboard handwriting, neural network, classifi cation task.

Pp. 03-13.

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