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Detail publikace
ZVONČÁK, V.
Originální název
Developmental Dysgraphia Diagnosis Based on Quantitative Analysis of Online Handwriting
Typ
článek ve sborníku ve WoS nebo Scopus
Jazyk
angličtina
Originální abstrakt
The prevalence of handwriting difficulties amongs chool-aged children is around 10–30%. Until now, there is no objective method to diagnose and rate developmental dysgraphia (DD) in Czech Republic. The goal of this study is to propose a new method of objective DD diagnosis based on quantitative analysis of online handwriting. For this purpose, we extracted a set of spatial, temporal, kinematic and dynamic features from three handwriting tasks. Consequently, we performed a correlation analysis between these features and score of handwriting proficiency screening questionaire (HPSQ), in order to identify parameters with a good discrimination power. Using random forests classifier in combination with quantification of alphabet writing task, we reached nearly 77% classification accuracy (75% sensitivity, 80% specificity). This pilot study proves the possibility of automatic DD diagnosis in children cohort writing with cursive letters.
Klíčová slova
developmental dysgraphia; digitizing tablet; online handwriting; quantitative analysis; diagnosis
Autoři
Vydáno
26. 4. 2018
Místo
Brno
ISBN
978-80-214-5614-3
Kniha
Proceedings of the 24nd Conference STUDENT EEICT 2018
Strany od
446
Strany do
450
Strany počet
5
URL
http://www.feec.vutbr.cz/EEICT/archiv/sborniky/EEICT_2018_sbornik.pdf
BibTex
@inproceedings{BUT147385, author="Vojtěch {Zvončák}", title="Developmental Dysgraphia Diagnosis Based on Quantitative Analysis of Online Handwriting", booktitle="Proceedings of the 24nd Conference STUDENT EEICT 2018", year="2018", pages="446--450", address="Brno", isbn="978-80-214-5614-3", url="http://www.feec.vutbr.cz/EEICT/archiv/sborniky/EEICT_2018_sbornik.pdf" }