Poor handwriting is a diagnostic criterion for developmental coordination disorder. Typical of poor handwriting is its low overall quality and the high variability of the spatial characteristics of the letters, usually assessed with a subjective handwriting scale. Recently, Dynamic Time Warping (DTW), a technique originally developed for speech recognition, was introduced for pattern recognition in handwriting. The present study evaluates its application to analyze poor handwriting. Forty children attending Dutch mainstream primary schools were recruited and based on their scores on the Concise Evaluation Scale for Children's Handwriting (Dutch abbreviation: BHK), 20 good and 20 poor writers (of whom 13 were scheduled for handwriting intervention) were identified. The groups were matched for age (7-9 years), school grade (grades 2 and 3) and handedness. The children subsequently wrote sequences of the letter "a" on a graphics tablet in three conditions (normal, fast, and accurate). Classical kinematics were obtained and for each individual letter DTW was used to calculate the distance from the mean shape. The DTW data revealed much higher variability in the letter forms of the poor writers that was independent of the kinematic results of larger trajectories, faster movements, and higher pen pressure. The current results suggest that DTW is a valid and objective technique for letter-form analysis in handwriting and may hence be useful to evaluate the rehabilitation treatments of children suffering from poor handwriting. In education research it may be exploited to explore how children (should) learn to write. (c) 2008 Elsevier B.V. All rights reserved.

Dynamic time warping: A new method in the study of poor handwriting / Carlo Di, Brina; Ralph, Niels; Anneloes, Overvelde; Levi, Gabriel; Wouter, Hulstijn. - In: HUMAN MOVEMENT SCIENCE. - ISSN 0167-9457. - 27:2(2008), pp. 242-255. (Intervento presentato al convegno 7th International Conference on Developmental Coordination Disorder (DCD-VII) tenutosi a Melbourne, AUSTRALIA nel FEB 06-09, 2007) [10.1016/j.humov.2008.02.012].

Dynamic time warping: A new method in the study of poor handwriting

LEVI, Gabriel;
2008

Abstract

Poor handwriting is a diagnostic criterion for developmental coordination disorder. Typical of poor handwriting is its low overall quality and the high variability of the spatial characteristics of the letters, usually assessed with a subjective handwriting scale. Recently, Dynamic Time Warping (DTW), a technique originally developed for speech recognition, was introduced for pattern recognition in handwriting. The present study evaluates its application to analyze poor handwriting. Forty children attending Dutch mainstream primary schools were recruited and based on their scores on the Concise Evaluation Scale for Children's Handwriting (Dutch abbreviation: BHK), 20 good and 20 poor writers (of whom 13 were scheduled for handwriting intervention) were identified. The groups were matched for age (7-9 years), school grade (grades 2 and 3) and handedness. The children subsequently wrote sequences of the letter "a" on a graphics tablet in three conditions (normal, fast, and accurate). Classical kinematics were obtained and for each individual letter DTW was used to calculate the distance from the mean shape. The DTW data revealed much higher variability in the letter forms of the poor writers that was independent of the kinematic results of larger trajectories, faster movements, and higher pen pressure. The current results suggest that DTW is a valid and objective technique for letter-form analysis in handwriting and may hence be useful to evaluate the rehabilitation treatments of children suffering from poor handwriting. In education research it may be exploited to explore how children (should) learn to write. (c) 2008 Elsevier B.V. All rights reserved.
2008
children; dysgraphia; evaluation; handwriting; kinematics
01 Pubblicazione su rivista::01a Articolo in rivista
Dynamic time warping: A new method in the study of poor handwriting / Carlo Di, Brina; Ralph, Niels; Anneloes, Overvelde; Levi, Gabriel; Wouter, Hulstijn. - In: HUMAN MOVEMENT SCIENCE. - ISSN 0167-9457. - 27:2(2008), pp. 242-255. (Intervento presentato al convegno 7th International Conference on Developmental Coordination Disorder (DCD-VII) tenutosi a Melbourne, AUSTRALIA nel FEB 06-09, 2007) [10.1016/j.humov.2008.02.012].
File allegati a questo prodotto
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/422383
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? 9
  • Scopus 57
  • ???jsp.display-item.citation.isi??? 48
social impact