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Evaluation of a tactile training for handwriting acquisition in French kindergarten children: A pilot study

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Abstract

Handwriting is a complex activity involving perceptivo-motor, cognitive and linguistic skills. Handwriting acquisition is a slow and difficult process which requires several years of formal training for a correct mastering. In this context, we argued that there is a crucial interest in proposing new assessment methods to improve handwriting acquisition. Most of the scholar trainings for handwriting only utilize sensory visual and auditory abilities of young children (5-6 years old). Recently, we have shown that manual tactile exploration efficiently improves classical trainings in reading, handwriting, and geometry. The present work is a continuation of these studies, and aims at elaborating new trainings for handwriting acquisition. Importantly, we hypothesized that proposing exercises which aim at developing proactive motor strategies improve handwriting acquisition. Particularly we designed new handwriting exercises based on the use of a tactile tablet. This training included videos in which the writing production of each cursive letter is presented to the child. We found that this tactile training significantly improves the writing fluency in French preschoolers. Thus, in the line of our earlier studies, this pilot study tends to show that training exercises using tactile devices can be helpful for the acquisition of handwriting in kindergarten children.
... It is considered as one of the current challenges in multi-script handwriting analysis such as Arabic and Latin due to the variability of their characteristics and writing styles. After a comparative study, Jolly et al. [18] have shown that the number of children trained on digital devices [4] has improved significantly compared to others trained on paper especially in fluency terms. In this context, this paper deals with the problem of handwriting quality analysis. ...
... duration, velocity, fluency) to distinguish handwriting pathologies. Jolly et al. [18] focused on handwriting velocity in order to indicate disorders of development coordination. Various features (e.g. ...
... size, form, space, alignment, and legibility) to quantify children's writing skills. More generally, the kinematic aspect is used mainly by medical systems like [12,18] by opposition to educational systems [1,17] which is particularly interested in legibility features. ...
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This work is part of an innovative e-learning project allowing the development of an advanced digital educational tool that provides feedback during the process of learning handwriting for young school children (three to eight years old). In this paper, we describe a new method for children handwriting quality analysis. It automatically detects mistakes, gives real-time on-line feedback for children’s writing, and helps teachers comprehend and evaluate children’s writing skills. The proposed method adjudges five main criteria: shape, direction, stroke order, position respect to the reference lines, and kinematics of the trace. It analyzes the handwriting quality and automatically gives feedback based on the combination of three extracted models: Beta-Elliptic Model (BEM) using similarity detection (SD) and dissimilarity distance (DD) measure, Fourier Descriptor Model (FDM), and perceptive Convolutional Neural Network (CNN) with Support Vector Machine (SVM) comparison engine. The originality of our work lies partly in the system architecture which apprehends complementary dynamic, geometric, and visual representation of the examined handwritten scripts and in the efficient selected features adapted to various handwriting styles and multiple script languages such as Arabic, Latin, digits, and symbol drawing. The application offers two interactive interfaces respectively dedicated to learners, educators, experts or teachers and allows them to adapt it easily to the specificity of their disciples. The evaluation of our framework is enhanced by a database collected in Tunisia primary school with 400 children. Experimental results show the efficiency and robustness of our suggested framework that helps teachers and children by offering positive feedback throughout the handwriting learning process using tactile digital devices.
... It is considered as one of the current challenges in multi-script handwriting analysis such as Arabic and Latin due to the variability of their characteristics and writing styles. After a comparative study, Jolly et al. [1] have shown that the number of children trained on digital devices [2] has improved significantly compared to others trained on paper especially in fluency terms. In this context, this paper deals with the problem of handwriting quality analysis. ...
... duration, velocity, fluency) to distinguish handwriting pathologies. Jolly et al. [1] focused on handwriting velocity in order to indicate disorders of development coordination. Various features (e.g. ...
... size, form, space, alignment, and legibility) to quantify children's writing skills. More generally, the kinematic aspect is used mainly by medical systems like [1], [12] by opposition to educational systems [13], [14] which is particularly interested in legibility features. ...
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Full-text available
This work is part of an innovative e-learning project allowing the development of an advanced digital educational tool that provides feedback during the process of learning handwriting for young school children (three to eight years old). In this paper, we describe a new method for children handwriting quality analysis. It automatically detects mistakes, gives real-time on-line feedback for children’s writing, and helps teachers comprehend and evaluate children’s writing skills. The proposed method adjudges five main criteria: shape, direction, stroke order, position respect to the reference lines, and kinematics of the trace. It analyzes the handwriting quality and automatically gives feedback based on the combination of three extracted models: Beta-Elliptic Model (BEM) using similarity detection (SD) and dissimilarity distance (DD) measure, Fourier Descriptor Model (FDM), and perceptive Convolutional Neural Network (CNN) with Support Vector Machine (SVM) comparison engine. The originality of our work lies partly in the system architecture which apprehends complementary dynamic, geometric, and visual representation of the examined handwritten scripts and in the efficient selected features adapted to various handwriting styles and multiple script languages such as Arabic, Latin, digits, and symbol drawing. The application offers two interactive interfaces respectively dedicated to learners, educators, experts or teachers and allows them to adapt it easily to the specificity of their disciples. The evaluation of our framework is enhanced by a database collected in Tunisia primary school with 400 children. Experimental results show the efficiency and robustness of our suggested framework that helps teachers and children by offering positive feedback throughout the handwriting learning process using tactile digital devices.<br
... In addition, it facilitates the personalization of the learning process for better learning outcomes. Jolly et al. [7] presented a comparative study in French preschools that focused on handwriting acquisition using digital devices versus paper. The results showed that children trained on digital devices performed significantly better than children trained on paper, particularly in terms of fluency (decreased 'in-air' time and stopping time). ...
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Automatic handwriting recognition has received considerable attention over the past three decades. Handwriting recognition systems are useful for a wide range of applications. Much research has been conducted to address the problem in Latin languages. However, less research has focused on the Arabic language, especially concerning recognizing children’s Arabic handwriting. This task is essential as the demand for educational applications to practice writing and spelling Arabic letters is increasing. Thus, the development of Arabic handwriting recognition systems and applications for children is important. In this paper, we propose two deep learning-based models for the recognition of children’s Arabic handwriting. The proposed models, a convolutional neural network (CNN) and a pre-trained CNN (VGG-16) were trained using Hijja, a recent dataset of Arabic children’s handwriting collected in Saudi Arabia. We also train and test our proposed models using the Arabic Handwritten Character Dataset (AHCD). We compare the performance of the proposed models with similar models from the literature. The results indicate that our proposed CNN outperforms the pre-trained CNN (VGG-16) and the other compared models from the literature. Moreover, we developed Mutqin, a prototype to help children practice Arabic handwriting. The prototype was evaluated by target users, and the results are reported.
... L'entraînement visuo-moteur des lettres était le plus efficace pour apprendre à écrire sur une tablette, comparé aux deux autres groupes. Auprès de scripteurs débutants , l'effet de deux entraînements multisensoriels est comparé sur l'automatisation du tracé (Jolly, Palluel-Germain & Gentaz, 2013 ;. Dans la tâche de dictée de lettres, les enfants devaient écrire sur une tablette avec un stylet avant et après l'entraînement. ...
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Embodied Cognition and Education: How Does the Sensorimotor Experience Stimulate the Learning of Reading-Writing? Several teaching methods intuitively include the sensorimotor exploration into learning. In order to develop an evidence-based teaching practice, the aim of this synthesis is to demonstrate the role of sensorimotor exploration on the learning of reading and writing, taking into account the diversity of environments (materials and tools). By means of training devices aiming at the association of audio-visual and sensorimotor explorations of letters, studies in psychology, neuropsychology and neuroimaging show that motor processes contribute to the visual recognition and production of letters and words in children with a neurotypical development, children in difficulties or in adults. Consequently, in the field of education, the embodied approach of cognition makes it possible to account for the development of processes in reading-writing where sensorimotor action (kinaesthetic, writing) contributes to learning letters. Indeed, enriched encoding of the letter by the sensory-motor experience facilitates recall through activation of cognitive states of associated prior experiences. Finally, studies also show that the type of action produced by the subject and the level of prior knowledge contributes to the emergence of multimodal knowledge.
... L'entraînement visuo-moteur des lettres était le plus efficace pour apprendre à écrire sur une tablette, comparé aux deux autres groupes. Auprès de scripteurs débutants , l'effet de deux entraînements multisensoriels est comparé sur l'automatisation du tracé (Jolly, Palluel-Germain & Gentaz, 2013 ;. Dans la tâche de dictée de lettres, les enfants devaient écrire sur une tablette avec un stylet avant et après l'entraînement. ...
Article
Au sein des approches incarnées de la cognition, un nombre croissant d’études souligne l’étroite intrication, voire le recouvrement, des mécanismes qui sous-tendent la sensorimotricité et la mémoire. Parmi ces approches incarnées, le modèle Act-In (Versace et al., 2014) propose que lors d’une expérience vécue, des traces mnésiques se forment automatiquement par le biais d’une dynamique d’activations et d’intégrations des différentes dimensions de cette expérience, en particulier les dimensions sensorimotrices. Lors d’une seconde expérience vécue ultérieurement, la situation réactive en cascade ces traces antérieures, provoquant ainsi une intégration des dimensions de la situation présente perçue et des situations antérieurement vécues. Ainsi dans ce modèle, la perception de la situation présente peut être influencée par les traces antérieures tout autant que les traces antérieures peuvent être influencées par la perception présente. Parallèlement au développement de ces approches incarnées de la cognition, la question des liens entre la mémoire et le corps est par ailleurs discutée et opérationnalisée dans le domaine de l’hypnose. Depuis l’essor de l’hypnose à la fin du 18e siècle jusqu’à sa pratique actuelle amorcée par Milton Erickson, plusieurs techniques centrales en hypnose utilisent un jeu avec la mémoire de façon à pouvoir accompagner un patient en souffrance physique ou psychique. Notamment, les « régressions en âge » consistent à proposer à un patient de « revivre » un épisode de sa vie de façon à l’aider à dépasser une difficulté actuelle ou modifier une perception présente. Ces techniques centrées sur la mémoire sont courantes et leurs effets sont souvent décrits dans la littérature. Certains domaines spécifiques, comme la question des faux souvenirs qui peuvent apparaître consécutivement « aux régressions en âge », ont donné lieu à des travaux cliniques et expérimentaux alliant mémoire et hypnose. Cependant à l’heure actuelle, ces pratiques ne bénéficient d’aucune base théorique ou conceptuelle consensuelle, et les mécanismes permettant d’expliquer les effets de ces techniques sont encore mal compris. En conséquence, à travers le prisme d’une réflexion pluridisciplinaire, cet article poursuit un double objectif. Premièrement, il s’agit de discuter de la pertinence heuristique du modèle Act-in pour comprendre pourquoi ces techniques d’hypnose qui disent utiliser des processus mémoriels produisent leurs effets. Deuxièmement, il s’agit de discuter des perspectives offertes par l’hypnose, et en particulier l’intérêt de ces techniques, pour étayer l’arsenal méthodologique qui permet d’explorer la dimension dynamique et incarnée de la mémoire humaine.
... Accadro et al. analyze handwriting kinematics of kids on tablets by dealing with different types of features (number of strokes per letter, pen down duration...) and shows that the handwriting is based on various kinematics characteristics like velocity and spatial grouping... [6] Only one work [7] deals with Chinese characters that identify 3 types of errors related to sequence stroke, stroke relationship and stroke production. Jolly et al. [8] compare the acquisition of traces from paper and tablets. This study encourage the using of digital devices in primary schools and preschools and the development of digital workbooks to assist teachers and children. ...
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div>An innovative e-learning project is presented in this paper, which is a mobile workbook that teaches handwriting at school. This mobile application proposes a new qualitative and quantitative analysis process of online cursive handwriting. It gives a real-time feedback, detects mistakes and helps teachers evaluate children’s writing skills. The main aim of this notebook is to aid kids learn how to write correctly. We analyze handwriting according to major criteria like shape, kinematics of the trace, position respect to the reference lines, stroke order and direction.</div
... Accadro et al. analyze handwriting kinematics of kids on tablets by dealing with different types of features (number of strokes per letter, pen down duration...) and shows that the handwriting is based on various kinematics characteristics like velocity and spatial grouping... [6] Only one work [7] deals with Chinese characters that identify 3 types of errors related to sequence stroke, stroke relationship and stroke production. Jolly et al. [8] compare the acquisition of traces from paper and tablets. This study encourage the using of digital devices in primary schools and preschools and the development of digital workbooks to assist teachers and children. ...
Preprint
Full-text available
div>An innovative e-learning project is presented in this paper, which is a mobile workbook that teaches handwriting at school. This mobile application proposes a new qualitative and quantitative analysis process of online cursive handwriting. It gives a real-time feedback, detects mistakes and helps teachers evaluate children’s writing skills. The main aim of this notebook is to aid kids learn how to write correctly. We analyze handwriting according to major criteria like shape, kinematics of the trace, position respect to the reference lines, stroke order and direction.</div
... A subsequent study revealed a significant interaction between visual and kinesthetic feedback on hand movement control during handwriting [7]. Recent studies demonstrated that training with combined haptic and visual guidance on a touchscreen display improves the quality of handwriting in children [6], [8], [9]. ...
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