The diagnosis of mild cognitive impairment due to Alzheimer's disease: Recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease, Wiley Interdisciplinary Reviews: Computational Statistics, vol.2, issue.12, pp.1-10, 2006. ,
Actualités sur les démences : aspects cliniques et neuropsychologiques, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.13, issue.1, pp.1798-1828, 2006. ,
Handwriting movement analyses for monitoring drug-induced motor side effects in schizophrenia patients treated with risperidone, International Conference on Document Analysis and Recognition (ICDAR), vol.6, pp.633-642, 1908. ,
Movements execution in amnestic mild cognitive impairment and Alzheimer's disease, Archives of Gerontology and Geriatrics, vol.18, issue.3, pp.8-13, 1998. ,
Gait analysis for patients with Alzheimer'S disease using a triaxial accelerometer, ISCAS 2012 -2012 IEEE International Symposium on Circuits and Systems, vol.54, pp.183-197, 1996. ,
A New Modality for Quantitative Evaluation of Parkinson's Disease: In-Air Movement, IEEE 13th Intl. Conf. on Bioinformatics and Bioengineering (BIBE), vol.121, pp.1-4, 2013. ,
, American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders. Fouth Edition (DSM-IV), vol.886, 1994.
, American Psychiatric Association. Diagnostic and Statistical Manual of Mental Disorders. Fifth Edition (DSM-V), vol.991, 2013.
A Statistical Approach for Phrase Location and Recognition within a Text Line: An Application to Street Name Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.24, issue.2, pp.172-188, 2002. ,
Improved Model Architecture and Training Phase in an Offline HMM-based Word Recognition System, Proceedings. Fourteenth International Conference on Pattern Recognition, vol.2, pp.1521-1525, 1998. ,
Age effects on sensory-processing abilities and their impact on handwriting, Canadian Journal of Occupational Therapy, vol.79, issue.5, p.125, 2012. ,
Online drawings for dementia diagnose: Inair and pressure information analysis, XIII Mediterranean Conference on Medical and Biological Engineering and Computing, pp.567-570, 2014. ,
Handwriting Changes Can Indicate Alzheimer's Progression, 2013. ,
Multiple dimension levenshtein edit distance calculations for evaluating automatic speech recognition systems during simultaneous speech, The International Conference on language Resources and Evaluation (LERC), vol.63, pp.19-24, 2004. ,
A new algorithm for kinematic analysis of handwriting data; towards a reliable handwriting-based tool for early detection of alzheimer's disease, Current Alzheimer research, vol.14, issue.9, pp.960-968, 2004. ,
Design of a neural network character recognizer for a touch terminal, A comparison of verbal and written language in Alzheimer's disease, vol.37, pp.100-108, 1979. ,
Diagnostic et prise en charge et maladies apparentées : Maladie d'Alzheimer, 2011. ,
Upper and lower extremity motor performance and functional impairment in Alzheimer's disease, American Journal of Alzheimer's Disease & Other Dementias, vol.25, issue.5, pp.425-431, 2010. ,
Moving gracefully: quantitative theories of motor coordination, International Journal of Modern Management and Foresight, vol.10, issue.4, p.126, 1987. ,
Writing generation model for health care neuromuscular system investigation, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol.35, pp.533-545, 1997. ,
Dynamic Handwriting Analysis for the Assessment of Neurodegenerative Diseases: A Pattern Recognition Perspective, Statistical Data Analysis Based on the L1 Norm and Related Methods, vol.12, pp.405-416, 1982. ,
Spatial and Dynamical Handwriting Analysis in Mild Cognitive Impairment, Computers in Biology and Medicine, vol.82, pp.21-28, 2017. ,
Quantitative measures of healthy aging and biological age, Journal of the American Statistical Association, vol.4, issue.260, pp.583-621, 1952. ,
Use of agraphia in subtyping of Alzheimer's disease, Archives of gerontology and geriatrics, vol.11, issue.2, pp.155-159, 1990. ,
EMOTHAW: A Novel Database for Emotional State Recognition From Handwriting and Drawing, Central and peripheral agraphia in Alzheimer's disease: From the case of Auguste D. to a cognitive neuropsychology approach, vol.43, pp.273-284, 1966. ,
Association between mild parkinsonian signs and mild cognitive impairment in a community, Current Opinion in Neurology, vol.24, issue.6, p.127, 2003. ,
Multiple patterns of writing disorders in dementia of the Alzheimer type and their evolution, Neuropsychologia, vol.41, issue.7, pp.759-772, 2003. ,
On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other, Introduction to Information Retrieval, vol.18, pp.50-60, 1947. ,
The diagnosis of dementia due to Alzheimer's disease: Recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease, Alzheimer's and Dementia, vol.15, issue.3, pp.263-269, 1979. ,
Dependence as a unifying construct in defining Alzheimer's disease severity, The Journal of the Alzheimer's Association, vol.6, issue.6, pp.482-93, 2010. ,
Speech in Alzheimer's disease: Can temporal and acoustic parameters discriminate dementia?, Dementia and Geriatric Cognitive Disorders, vol.37, issue.5-6, pp.327-334, 2014. ,
Assessing the Temporal Relationship Between Cognition and Gait: Slow Gait Predicts Cognitive Decline in the Mayo Clinic Study of Aging, Journals of Gerontology -Series A Biological Sciences and Medical Sciences, vol.90, issue.2, pp.929-937, 1999. ,
Rate of progression of mild cognitive impairment to dementia: Meta-analysis of 41 robust inception cohort studies, 15th International Conference on Frontiers in Handwriting Recognition (ICFHR), vol.119, pp.607-612, 2009. ,
The A2iA Multi-lingual Text Recognition System at the Maurdor Evaluation, International Conference on Frontiers in Handwriting Recognition (ICFHR), pp.297-302, 2014. ,
Diagnostic Value of a Tablet-Based Drawing Task for Discrimination of Patients in the Early 128, 2017. ,
, Course of Alzheimer's Disease from Healthy Individuals, J, 2017.
Cognitive fluctuations in connection to dysgraphia: A comparison of Alzheimer's disease with dementia Lewy bodies, Clinical interventions in aging, vol.10, pp.269-285, 1994. ,
Lexical retrieval in discourse: An early indicator of Alzheimer's dementia, Clinical Linguistics & Phonetics, vol.27, issue.12, pp.303-308, 1999. ,
Mild Cognitive Impairment: Aging to Alzheimer's Disease, Conceptual Overview, pp.1-14, 2003. ,
Alzheimer disease in Sardinian population: A neuropsychological and genetic study, Archives of Gerontology and Geriatrics, vol.31, issue.11, pp.407-416, 1993. ,
A kinematic theory of rapid human movements -Part I. Movement representation and generation, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol.40, pp.248-255, 1994. ,
Classification and epidemiology of MCI, Clinics in Geriatric Medicine, vol.29, p.129, 2013. ,
Age-related changes in executive control and their relationships with activity performance in handwriting, Data mining and knowledge discovery handbook, vol.32, pp.269-279, 1921. ,
Kinematic Analysis of Handwriting Movements in Patients with Alzheimer's Disease, Mild Cognitive Impariement, Depression and Healthy Subjects, Dementia and Geriatric Cognitive Disorders, vol.15, pp.379-423, 1948. ,
Central and peripheral aspects of writing disorders in Alzheimer's disease, Journal of Clinical Experimental Neuropsychology, vol.29, issue.2, pp.179-86, 2007. ,
Efficient visual search of videos cast as text retrieval, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.31, pp.591-606, 2009. ,
Visual cues and the handwriting of older adults: A kinematic analysis, Psychology and aging, vol.11, issue.3, pp.521-526, 1996. ,
A Study on the Age Related Retention of Individual Characteristics in Hand Writings and Signatures for Application during Forensic Investigation, Teulings and Stelmach, vol.5, pp.165-191, 1991. ,
Handwriting in healthy people aged 65 years and over, Australian Occupational Therapy Journal, vol.58, issue.4, pp.276-286, 2011. ,
, Handwriting Process Variables Discriminating Mild Alzheimer's Disease and Mild Cognitive Impairment, Proceedings of the 26th Annual International Conference on Machine Learning, vol.88, pp.228-236, 1963.
, Graphomotor Functions in Individuals with Alzheimer's Disease and Amnestic Mild Cognitive Impairment, Journal of Medical and Biological Engineering, vol.36, issue.3, pp.334-343, 2016.
Alzheimer's disease and mild cognitive impairment deteriorate fine movement control, Journal of Psychiatric Research, vol.42, issue.14, pp.1203-1212, 2008. ,
Characterization of the fine motor problems in patients with cognitive dysfunction -A computerized handwriting analysis, Human Movement Science, 2018. ,
, Liste des publications de l'auteur
From aging to early-stage Alzheimer's: uncovering handwriting multimodal behaviors by semi-supervised learning and sequential representation learning, Pattern Recognition (PR), vol.86, pp.112-133, 2019. ,
Characterizing Early Stage Alzheimer through Spatiotemporal Dynamics of Handwriting, IEEE Signal Processing Letters (SPL), vol.25, issue.8, pp.1136-1140, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01823644
Semi-global Parameterization of Online Handwriting Features for Characterizing Early-Stage Alzheimer and Mild Cognitive Impairment, Innovation and Research in BioMedical engineering (IRBM), vol.39, issue.6, pp.421-429, 2018. ,
Caractérisation de la Maladie d'Alzheimer à travers l'Ecriture manuscrite acquise sur tablette graphique, Journées d'Etude sur la TéléSANté (Jetsan), vol.2016, pp.1-15, 2016. ,
Uncovering Major Age-Related Handwriting Changes by Unsupervised Learning, Proceedings of the 8th International Conference on Advanced Cognitive Technologies and Applications (COGNITIVE'16), p.2, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01426892
la vitesse moyenne a retourné une différence significative (ANOVA) entre les deux classes sur un exercice qui consistait à écrire un texte de 107 caractères en hébreu. Mais, elle n'a pas été sélectionnée parmi les meilleurs paramètres, 2006. ,
, Cette section reprend les résultats de la classification bayésienne sur le texte libre
, Le meilleur taux de classification correcte sur l'ensemble de test obtenu est de 74 % avec 1 = 80. Néanmoins, pour 1 = 15, ce taux est de 72.6%. On garde donc cette configuration étant donné que ce nombre de clusters ( 1 = 15) est, Les différents taux de classification correcte en test sont présentés dans le Tableau 72
, En comparaison à l'approche semi-globale dans les mêmes conditions, nous avons une amélioration de 10.6% (17 % en relatif). Ce taux met également en exergue une amélioration de 10, Ce taux représente une augmentation de 22.6%, soit 45
, Taux de classification correcte sur l'ensemble de test (classification bayésienne) Bayes ( ? , ? ) Bayes Paramètres semi-globaux, Tableau, vol.72
,
,
,