Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

Vojtech Zvoncak; Jiri Mekyska; Katarina Safarova; Zoltan Galaz; Jan Mucha; Tomas Kiska; Zdenek Smekal; Barbora Losenicka; Barbora Cechova; Pavlina Francova; Marcos Faundez-Zanuy; Sara Rosenblum

doi:10.1109/ICUMT.2018.8631271

Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

Vojtech Zvoncak, Jiri Mekyska, Katarina Safarova, Zoltan Galaz, Jan Mucha, Tomas Kiska, Zdenek Smekal, Barbora Losenicka, Barbora Cechova, Pavlina Francova, Marcos Faundez-Zanuy, Sara Rosenblum

Department of Occupational Therapy

University of Haifa

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level £2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.

Original language	American English
Title of host publication	10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018
Publisher	IEEE Computer Society
ISBN (Electronic)	9781538693605
DOIs	https://doi.org/10.1109/ICUMT.2018.8631271
State	Published - 2 Jul 2018
Event	10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018 - Moscow, Russian Federation Duration: 5 Nov 2018 → 9 Nov 2018

Publication series

Name	International Congress on Ultra Modern Telecommunications and Control Systems and Workshops
Volume	2018-November

Conference

Conference	10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018
Country/Territory	Russian Federation
City	Moscow
Period	5/11/18 → 9/11/18

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Developmental dysgraphia
Digitizer
Intra-writer normalization
Kinematic analysis
Machine learning
Online handwriting

All Science Journal Classification (ASJC) codes

Computer Networks and Communications
Control and Systems Engineering

Access to Document

10.1109/ICUMT.2018.8631271

Cite this

Zvoncak, V., Mekyska, J., Safarova, K., Galaz, Z., Mucha, J., Kiska, T., Smekal, Z., Losenicka, B., Cechova, B., Francova, P., Faundez-Zanuy, M., & Rosenblum, S. (2018). Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia. In 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018 Article 8631271 (International Congress on Ultra Modern Telecommunications and Control Systems and Workshops; Vol. 2018-November). IEEE Computer Society. https://doi.org/10.1109/ICUMT.2018.8631271

Zvoncak, Vojtech ; Mekyska, Jiri ; Safarova, Katarina et al. / Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia. 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018. IEEE Computer Society, 2018. (International Congress on Ultra Modern Telecommunications and Control Systems and Workshops).

@inproceedings{c1386a8f8a07458ebf211f2a2765bd03,

title = "Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia",

abstract = "Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level £2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.",

keywords = "Developmental dysgraphia, Digitizer, Intra-writer normalization, Kinematic analysis, Machine learning, Online handwriting",

author = "Vojtech Zvoncak and Jiri Mekyska and Katarina Safarova and Zoltan Galaz and Jan Mucha and Tomas Kiska and Zdenek Smekal and Barbora Losenicka and Barbora Cechova and Pavlina Francova and Marcos Faundez-Zanuy and Sara Rosenblum",

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doi = "10.1109/ICUMT.2018.8631271",

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Zvoncak, V, Mekyska, J, Safarova, K, Galaz, Z, Mucha, J, Kiska, T, Smekal, Z, Losenicka, B, Cechova, B, Francova, P, Faundez-Zanuy, M & Rosenblum, S 2018, Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia. in 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018., 8631271, International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, vol. 2018-November, IEEE Computer Society, 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018, Moscow, Russian Federation, 5/11/18. https://doi.org/10.1109/ICUMT.2018.8631271

Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia. / Zvoncak, Vojtech; Mekyska, Jiri; Safarova, Katarina et al.
10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018. IEEE Computer Society, 2018. 8631271 (International Congress on Ultra Modern Telecommunications and Control Systems and Workshops; Vol. 2018-November).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

AU - Zvoncak, Vojtech

AU - Mekyska, Jiri

AU - Safarova, Katarina

AU - Galaz, Zoltan

AU - Mucha, Jan

AU - Kiska, Tomas

AU - Smekal, Zdenek

AU - Losenicka, Barbora

AU - Cechova, Barbora

AU - Francova, Pavlina

AU - Faundez-Zanuy, Marcos

AU - Rosenblum, Sara

PY - 2018/7/2

Y1 - 2018/7/2

N2 - Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level £2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.

AB - Developmental dysgraphia (DD) can negatively influence writing speed, legibility of written product, and even planning and content generation. This could have a detrimental impact on self-expression, and communication in childhood. The goal of this study is to investigate new intra-writer and self-esteem normalization methods (IWN) in direction of improving computerized DD assessment based on the quantitative analysis of online handwriting. For this purpose we enrolled 97 children who wrote a paragraph using a digitizing tablet. Their handwriting proficiency was rated by the Handwriting Proficiency Screening Questionnaire (HPSQ). The handwriting was parametrized using a conventional set of features that were consequently normalized by four newly designed IWN. Based on the results we observed that a stroke-level £2 norm normalization decreased the computerized DD assessment error from 23 % to 18 %. This study proves that the stroke-level IWN has the significant potential in the field of computerized DD diagnosis and assessment.

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KW - Digitizer

KW - Intra-writer normalization

KW - Kinematic analysis

KW - Machine learning

KW - Online handwriting

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DO - 10.1109/ICUMT.2018.8631271

M3 - Conference contribution

T3 - International Congress on Ultra Modern Telecommunications and Control Systems and Workshops

BT - 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018

PB - IEEE Computer Society

T2 - 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018

Y2 - 5 November 2018 through 9 November 2018

ER -

Zvoncak V, Mekyska J, Safarova K, Galaz Z, Mucha J, Kiska T et al. Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia. In 10th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, ICUMT 2018. IEEE Computer Society. 2018. 8631271. (International Congress on Ultra Modern Telecommunications and Control Systems and Workshops). doi: 10.1109/ICUMT.2018.8631271

Effect of Stroke-level Intra-writer Normalization on Computerized Assessment of Developmental Dysgraphia

Abstract

Publication series

Conference

UN SDGs

Keywords

All Science Journal Classification (ASJC) codes

Access to Document

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