Skip to main content
Erschienen in: Cognitive Computation 4/2019

02.05.2019

A Handwriting-Based Protocol for Assessing Neurodegenerative Dementia

verfasst von: Donato Impedovo, Giuseppe Pirlo, Gennaro Vessio, Maria Teresa Angelillo

Erschienen in: Cognitive Computation | Ausgabe 4/2019

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Handwriting dynamics is relevant to discriminate people affected by neurodegenerative dementia from healthy subjects. This can be possible by administering simple and easy-to-perform handwriting/drawing tasks on digitizing tablets provided with electronic pens. Encouraging results have been recently obtained; however, the research community still lacks an acquisition protocol aimed at (i) collecting different traits useful for research purposes and (ii) supporting neurologists in their daily activities. This work proposes a handwriting-based protocol that integrates handwriting/drawing tasks and a digitized version of standard cognitive and functional tests already accepted, tested, and used by the neurological community. The protocol takes the form of a modular framework which facilitates the modification, deletion, and incorporation of new tasks in accordance with specific requirements. A preliminary evaluation of the protocol has been carried out to assess its usability. Successively, the protocol has been administered to more than 100 elderly MCI and match controlled subjects. The proposed protocol intends to provide a “cognitive model” for evaluating the relationship between cognitive functions and handwriting processes in healthy subjects as well as in cognitively impaired patients. The long-term goal of this research is the development of an easy-to-use and non-invasive methodology for detecting and monitoring neurodegenerative dementia during screening and follow-up.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Cummings JL & Benson DF. Dementia: A clinical approach. Butterworth-Heinemann Medical; 1992. Cummings JL & Benson DF. Dementia: A clinical approach. Butterworth-Heinemann Medical; 1992.
2.
Zurück zum Zitat Alzheimer’s Association. 2017 Alzheimer’s disease facts and figures. Alzheimers Dement. 2017;13(4):325–73.CrossRef Alzheimer’s Association. 2017 Alzheimer’s disease facts and figures. Alzheimers Dement. 2017;13(4):325–73.CrossRef
4.
Zurück zum Zitat Poewe W, Gauthier S, Aarsland D, Leverenz JB, Barone P, Weintraub D, et al. Diagnosis and management of Parkinson’s disease dementia. Int J Clin Pract. 2008;62(10):1581–7.CrossRefPubMedPubMedCentral Poewe W, Gauthier S, Aarsland D, Leverenz JB, Barone P, Weintraub D, et al. Diagnosis and management of Parkinson’s disease dementia. Int J Clin Pract. 2008;62(10):1581–7.CrossRefPubMedPubMedCentral
5.
Zurück zum Zitat Gauthier S, Reisberg B, Zaudig M, Petersen RC, Ritchie K, Broich K, et al. Mild cognitive impairment. Lancet. 2006;367(9518):1262–70.CrossRefPubMed Gauthier S, Reisberg B, Zaudig M, Petersen RC, Ritchie K, Broich K, et al. Mild cognitive impairment. Lancet. 2006;367(9518):1262–70.CrossRefPubMed
6.
Zurück zum Zitat Folstein MF, Robins LN, Helzer JE. The mini-mental state examination. Arch Gen Psychiatry. 1983;40(7):812–2. Folstein MF, Robins LN, Helzer JE. The mini-mental state examination. Arch Gen Psychiatry. 1983;40(7):812–2.
7.
Zurück zum Zitat Faundez-Zanuy M, Hussain A, Mekyska J, Sesa-Nogueras E, Monte-Moreno E, Esposito A, et al. Biometric applications related to human beings: there is life beyond security. Cogn Comput. 2013;5(1):136–51.CrossRef Faundez-Zanuy M, Hussain A, Mekyska J, Sesa-Nogueras E, Monte-Moreno E, Esposito A, et al. Biometric applications related to human beings: there is life beyond security. Cogn Comput. 2013;5(1):136–51.CrossRef
8.
Zurück zum Zitat Lopez-de-Ipiña K, Alonso JB, Solé-Casals J, Barroso N, Henriquez P, Faundez-Zanuy M, … & Eguiraun H. On automatic diagnosis of Alzheimer’s disease based on spontaneous speech analysis and emotional temperature. Cogn Comput. 2015;7(1):44–55. Lopez-de-Ipiña K, Alonso JB, Solé-Casals J, Barroso N, Henriquez P, Faundez-Zanuy M, … & Eguiraun H. On automatic diagnosis of Alzheimer’s disease based on spontaneous speech analysis and emotional temperature. Cogn Comput. 2015;7(1):44–55.
9.
Zurück zum Zitat Tseng MH, Cermak SA. The influence of ergonomic factors and perceptual-motor abilities on handwriting performance. Am J Occup Ther. 1993;47(10):919–26.CrossRefPubMed Tseng MH, Cermak SA. The influence of ergonomic factors and perceptual-motor abilities on handwriting performance. Am J Occup Ther. 1993;47(10):919–26.CrossRefPubMed
10.
Zurück zum Zitat Impedovo D, Pirlo G. Dynamic handwriting analysis for the assessment of neurodegenerative diseases: a pattern recognition perspective. IEEE Rev Biomed Eng. 2019;12:209–20 Impedovo D, Pirlo G. Dynamic handwriting analysis for the assessment of neurodegenerative diseases: a pattern recognition perspective. IEEE Rev Biomed Eng. 2019;12:209–20
11.
Zurück zum Zitat Kawa J, Bednorz A, Stępień P, Derejczyk J, Bugdol M. Spatial and dynamical handwriting analysis in mild cognitive impairment. Comput Biol Med. 2017;82:21–8.CrossRefPubMed Kawa J, Bednorz A, Stępień P, Derejczyk J, Bugdol M. Spatial and dynamical handwriting analysis in mild cognitive impairment. Comput Biol Med. 2017;82:21–8.CrossRefPubMed
12.
Zurück zum Zitat Müller S, Preische O, Heymann P, Elbing U, Laske C. Diagnostic value of a tablet-based drawing task for discrimination of patients in the early course of Alzheimer’s disease from healthy individuals. J Alzheimers Dis. 2017;55(4):1463–9.CrossRefPubMed Müller S, Preische O, Heymann P, Elbing U, Laske C. Diagnostic value of a tablet-based drawing task for discrimination of patients in the early course of Alzheimer’s disease from healthy individuals. J Alzheimers Dis. 2017;55(4):1463–9.CrossRefPubMed
13.
Zurück zum Zitat Müller S, Preische O, Heymann P, Elbing U, Laske C. Increased diagnostic accuracy of digital vs conventional clock drawing test for discrimination of patients in the early Course of Alzheimer’s disease from cognitively healthy individuals. Front Aging Neurosci. 2017;9. Müller S, Preische O, Heymann P, Elbing U, Laske C. Increased diagnostic accuracy of digital vs conventional clock drawing test for discrimination of patients in the early Course of Alzheimer’s disease from cognitively healthy individuals. Front Aging Neurosci. 2017;9.
14.
Zurück zum Zitat Schröter A, Mergl R, Bürger K, Hampel H, Möller HJ, Hegerl U. Kinematic analysis of handwriting movements in patients with Alzheimer’s disease, mild cognitive impairment, depression and healthy subjects. Dement Geriatr Cogn Disord. 2003;15(3):132–42.CrossRefPubMed Schröter A, Mergl R, Bürger K, Hampel H, Möller HJ, Hegerl U. Kinematic analysis of handwriting movements in patients with Alzheimer’s disease, mild cognitive impairment, depression and healthy subjects. Dement Geriatr Cogn Disord. 2003;15(3):132–42.CrossRefPubMed
15.
Zurück zum Zitat Slavin MJ, Phillips JG, Bradshaw JL, Hall KA, Presnell I. Consistency of handwriting movements in dementia of the Alzheimer’s type: a comparison with Huntington’s and Parkinson’s diseases. J Int Neuropsychol Soc. 1999;5(1):20–5.CrossRefPubMed Slavin MJ, Phillips JG, Bradshaw JL, Hall KA, Presnell I. Consistency of handwriting movements in dementia of the Alzheimer’s type: a comparison with Huntington’s and Parkinson’s diseases. J Int Neuropsychol Soc. 1999;5(1):20–5.CrossRefPubMed
16.
Zurück zum Zitat Bidet-Ildei C, Pollak P, Kandel S, Fraix V, Orliaguet JP. Handwriting in patients with Parkinson disease: effect of L-dopa and stimulation of the sub-thalamic nucleus on motor anticipation. Hum Mov Sci. 2011;30(4):783–91.CrossRefPubMed Bidet-Ildei C, Pollak P, Kandel S, Fraix V, Orliaguet JP. Handwriting in patients with Parkinson disease: effect of L-dopa and stimulation of the sub-thalamic nucleus on motor anticipation. Hum Mov Sci. 2011;30(4):783–91.CrossRefPubMed
17.
Zurück zum Zitat Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Analysis of in-air movement in handwriting: a novel marker for Parkinson’s disease. Comput Methods Prog Biomed. 2014;117(3):405–11.CrossRef Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Analysis of in-air movement in handwriting: a novel marker for Parkinson’s disease. Comput Methods Prog Biomed. 2014;117(3):405–11.CrossRef
18.
Zurück zum Zitat Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Decision support framework for Parkinson’s disease based on novel handwriting markers. IEEE Trans Neural Syst Rehabil Eng. 2015;23(3):508–16.PubMed Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Decision support framework for Parkinson’s disease based on novel handwriting markers. IEEE Trans Neural Syst Rehabil Eng. 2015;23(3):508–16.PubMed
19.
Zurück zum Zitat Ünlü A, Brause R, Krakow K. Handwriting analysis for diagnosis and prognosis of Parkinson’s disease. In: International Symposium on Biological and Medical Data Analysis. Berlin Heidelberg: Springer; 2006. p. 441–50.CrossRef Ünlü A, Brause R, Krakow K. Handwriting analysis for diagnosis and prognosis of Parkinson’s disease. In: International Symposium on Biological and Medical Data Analysis. Berlin Heidelberg: Springer; 2006. p. 441–50.CrossRef
20.
Zurück zum Zitat Smits EJ, Tolonen AJ, Cluitmans L, van Gils M, Conway BA, Zietsma RC, et al. Standardized handwriting to assess bradykinesia, micrographia and tremor in Parkinson’s disease. PLoS One. 2014;9(5):e97614.CrossRefPubMedPubMedCentral Smits EJ, Tolonen AJ, Cluitmans L, van Gils M, Conway BA, Zietsma RC, et al. Standardized handwriting to assess bradykinesia, micrographia and tremor in Parkinson’s disease. PLoS One. 2014;9(5):e97614.CrossRefPubMedPubMedCentral
21.
Zurück zum Zitat Ponsen MM, Daffertshofer A, Wolters EC, Beek PJ, Berendse HW. Impairment of complex upper limb motor function in de novo Parkinson's disease. Parkinsonism Relat Disord. 2008;14(3):199–204.CrossRefPubMed Ponsen MM, Daffertshofer A, Wolters EC, Beek PJ, Berendse HW. Impairment of complex upper limb motor function in de novo Parkinson's disease. Parkinsonism Relat Disord. 2008;14(3):199–204.CrossRefPubMed
22.
Zurück zum Zitat Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Evaluation of handwriting kinematics and pressure for differential diagnosis of Parkinson’s disease. Artif Intell Med. 2016;67:39–46.CrossRefPubMed Drotár P, Mekyska J, Rektorová I, Masarová L, Smékal Z, Faundez-Zanuy M. Evaluation of handwriting kinematics and pressure for differential diagnosis of Parkinson’s disease. Artif Intell Med. 2016;67:39–46.CrossRefPubMed
23.
Zurück zum Zitat Alonso-Martinez C, Faundez-Zanuy M, Mekyska J. A comparative study of in-air trajectories at short and long distances in online handwriting. Cogn Comput. 2017;9(5):712–20.CrossRef Alonso-Martinez C, Faundez-Zanuy M, Mekyska J. A comparative study of in-air trajectories at short and long distances in online handwriting. Cogn Comput. 2017;9(5):712–20.CrossRef
24.
Zurück zum Zitat Rosenblum S, Samuel M, Zlotnik S, Erikh I, Schlesinger I. Handwriting as an objective tool for Parkinson’s disease diagnosis. J Neurol. 2013;260(9):2357–61.CrossRefPubMed Rosenblum S, Samuel M, Zlotnik S, Erikh I, Schlesinger I. Handwriting as an objective tool for Parkinson’s disease diagnosis. J Neurol. 2013;260(9):2357–61.CrossRefPubMed
25.
Zurück zum Zitat Rosenblum S, Engel-Yeger B, Fogel Y. Age-related changes in executive control and their relationships with activity performance in handwriting. Human Movement Sci. 2013;32:363–76.CrossRef Rosenblum S, Engel-Yeger B, Fogel Y. Age-related changes in executive control and their relationships with activity performance in handwriting. Human Movement Sci. 2013;32:363–76.CrossRef
26.
Zurück zum Zitat Luria G, Kahana A, Rosenblum S. Detection of deception via handwriting behaviors using a computerized tool: toward an evaluation of malingering. Cogn Comput. 2014;6(4):849–55.CrossRef Luria G, Kahana A, Rosenblum S. Detection of deception via handwriting behaviors using a computerized tool: toward an evaluation of malingering. Cogn Comput. 2014;6(4):849–55.CrossRef
27.
Zurück zum Zitat Rosenblum S, Luria G. Applying a handwriting measurement model for capturing cognitive load implications through complex figure drawing. Cogn Comput. 2016;8(1):69–77.CrossRef Rosenblum S, Luria G. Applying a handwriting measurement model for capturing cognitive load implications through complex figure drawing. Cogn Comput. 2016;8(1):69–77.CrossRef
28.
Zurück zum Zitat Badarna M, Shimshoni I, Luria G, Rosenblum S. The importance of pen motion pattern groups for semiautomatic classification of handwriting into mental workload classes. Cogn Comput. 2018:1–13. Badarna M, Shimshoni I, Luria G, Rosenblum S. The importance of pen motion pattern groups for semiautomatic classification of handwriting into mental workload classes. Cogn Comput. 2018:1–13.
29.
Zurück zum Zitat De Stefano C, Fontanella F, Impedovo D, Pirlo G, Scotto di Freca A. Handwriting analysis to support neurodegenerative diseases diagnosis: a review. Pattern Recogn Lett. 2019;121:37–45.CrossRef De Stefano C, Fontanella F, Impedovo D, Pirlo G, Scotto di Freca A. Handwriting analysis to support neurodegenerative diseases diagnosis: a review. Pattern Recogn Lett. 2019;121:37–45.CrossRef
30.
Zurück zum Zitat Impedovo D, Pirlo G, Angelillo MT, Vessio G. Towards a digitized protocol based on handwriting for the assessment of neurodegenerative disorders. CEUR Workshop Proc. 2017;1982:1–8. Impedovo D, Pirlo G, Angelillo MT, Vessio G. Towards a digitized protocol based on handwriting for the assessment of neurodegenerative disorders. CEUR Workshop Proc. 2017;1982:1–8.
31.
Zurück zum Zitat Pirlo G, Cuccovillo V, Diaz-Cabrera M, Impedovo D, Mignone P. Multidomain verification of dynamic signatures using local stability analysis. IEEE Transactions on Human-Machine Systems. 2015;45(6):805–10.CrossRef Pirlo G, Cuccovillo V, Diaz-Cabrera M, Impedovo D, Mignone P. Multidomain verification of dynamic signatures using local stability analysis. IEEE Transactions on Human-Machine Systems. 2015;45(6):805–10.CrossRef
32.
Zurück zum Zitat Borson S, Scanlan J, Brush M, Vitaliano P, Dokmak A. The Mini-Cog: a cognitive ‘vital signs’ measure for dementia screening in multi-lingual elderly. Int J Geriatr Psychiatry. 2000;15(11):1021–7.CrossRefPubMed Borson S, Scanlan J, Brush M, Vitaliano P, Dokmak A. The Mini-Cog: a cognitive ‘vital signs’ measure for dementia screening in multi-lingual elderly. Int J Geriatr Psychiatry. 2000;15(11):1021–7.CrossRefPubMed
33.
Zurück zum Zitat Lawton MP, Brody EM. Assessment of older people: self-maintaining and instrumental activities of daily living. Gerontologist. 1969;9(3):179–86.CrossRefPubMed Lawton MP, Brody EM. Assessment of older people: self-maintaining and instrumental activities of daily living. Gerontologist. 1969;9(3):179–86.CrossRefPubMed
34.
Zurück zum Zitat Reitan RM. Validity of the trail making test as an indicator of organic brain damage. Percept Mot Skills. 1958;8(3):271–6.CrossRef Reitan RM. Validity of the trail making test as an indicator of organic brain damage. Percept Mot Skills. 1958;8(3):271–6.CrossRef
35.
Zurück zum Zitat Della Sala S, Laiacona M, Spinnler H, Ubezio C. A cancellation test: its reliability in assessing attentional deficits in Alzheimer’s disease. Psychol Med. 1992;22(4):885–901.CrossRefPubMed Della Sala S, Laiacona M, Spinnler H, Ubezio C. A cancellation test: its reliability in assessing attentional deficits in Alzheimer’s disease. Psychol Med. 1992;22(4):885–901.CrossRefPubMed
36.
Zurück zum Zitat Dahmen J, Cook D, Fellows R, Schmitter-Edgecombe M. An analysis of a digital variant of the Trail Making Test using machine learning techniques. Technol Health Care. 2017;25(2):251–64.CrossRefPubMedPubMedCentral Dahmen J, Cook D, Fellows R, Schmitter-Edgecombe M. An analysis of a digital variant of the Trail Making Test using machine learning techniques. Technol Health Care. 2017;25(2):251–64.CrossRefPubMedPubMedCentral
37.
Zurück zum Zitat Teulings HL, Contreras-Vidal JL, Stelmach GE, Adler CH. Parkinsonism reduces coordination of fingers, wrist, and arm in fine motor control. Exp Neurol. 1997;146(1):159–70.CrossRefPubMed Teulings HL, Contreras-Vidal JL, Stelmach GE, Adler CH. Parkinsonism reduces coordination of fingers, wrist, and arm in fine motor control. Exp Neurol. 1997;146(1):159–70.CrossRefPubMed
38.
Zurück zum Zitat Pirlo G, Diaz M, Ferrer MA, Impedovo D, Occhionero F, Zurlo U. Early diagnosis of neurodegenerative diseases by handwritten signature analysis. In: International Conference on Image Analysis and Processing. 2015. p. 290–297. Pirlo G, Diaz M, Ferrer MA, Impedovo D, Occhionero F, Zurlo U. Early diagnosis of neurodegenerative diseases by handwritten signature analysis. In: International Conference on Image Analysis and Processing. 2015. p. 290–297.
39.
Zurück zum Zitat Pereira CR, Weber SA, Hook C, Rosa GH, Papa JP. Deep learning-aided Parkinson’s disease diagnosis from handwritten dynamics. In: 29th SIBGRAPI conference on graphics, patterns and images. 2016. p. 340-346. Pereira CR, Weber SA, Hook C, Rosa GH, Papa JP. Deep learning-aided Parkinson’s disease diagnosis from handwritten dynamics. In: 29th SIBGRAPI conference on graphics, patterns and images. 2016. p. 340-346.
40.
Zurück zum Zitat San Luciano M, Wang C, Ortega RA, Yu Q, Boschung S, Soto-Valencia J, et al. Digitized spiral drawing: a possible biomarker for early Parkinson’s disease. PLoS One. 2016;11(10):e0162799.CrossRefPubMedPubMedCentral San Luciano M, Wang C, Ortega RA, Yu Q, Boschung S, Soto-Valencia J, et al. Digitized spiral drawing: a possible biomarker for early Parkinson’s disease. PLoS One. 2016;11(10):e0162799.CrossRefPubMedPubMedCentral
41.
Zurück zum Zitat Pullman SL. Spiral analysis: a new technique for measuring tremor with a digitizing tablet. Mov Disord. 1998;13(S3):85–9.CrossRefPubMed Pullman SL. Spiral analysis: a new technique for measuring tremor with a digitizing tablet. Mov Disord. 1998;13(S3):85–9.CrossRefPubMed
42.
Zurück zum Zitat Impedovo D, Pirlo G, Mangini FM, Barbuzzi D, Rollo A, Balestrucci A, … & Plamondon R. Writing generation model for health care neuromuscular system investigation. In International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics. Cham: Springer; 2013. p. 137–148 Impedovo D, Pirlo G, Mangini FM, Barbuzzi D, Rollo A, Balestrucci A, … & Plamondon R. Writing generation model for health care neuromuscular system investigation. In International Meeting on Computational Intelligence Methods for Bioinformatics and Biostatistics. Cham: Springer; 2013. p. 137–148
43.
Zurück zum Zitat Werner P, Rosenblum S, Bar-On G, Heinik J, Korczyn A. Handwriting process variables discriminating mild Alzheimer’s disease and mild cognitive impairment. J Gerontol B Psychol Sci Soc Sci. 2006;61(4):228–36.CrossRef Werner P, Rosenblum S, Bar-On G, Heinik J, Korczyn A. Handwriting process variables discriminating mild Alzheimer’s disease and mild cognitive impairment. J Gerontol B Psychol Sci Soc Sci. 2006;61(4):228–36.CrossRef
44.
Zurück zum Zitat Garre-Olmo J, Faúndez-Zanuy M, López de Ipiña K, Calvó-Perxas L, Turró-Garriga O. Kinematic and pressure features of handwriting and drawing: preliminary results between patients with mild cognitive impairment, Alzheimer disease and healthy controls. Curr Alzheimer Res. 2017;14(2017):960–8.PubMedPubMedCentral Garre-Olmo J, Faúndez-Zanuy M, López de Ipiña K, Calvó-Perxas L, Turró-Garriga O. Kinematic and pressure features of handwriting and drawing: preliminary results between patients with mild cognitive impairment, Alzheimer disease and healthy controls. Curr Alzheimer Res. 2017;14(2017):960–8.PubMedPubMedCentral
45.
Zurück zum Zitat Brooke J. SUS-A quick and dirty usability scale. Usability Evaluation in Industry. 1996;189(194):4–7. Brooke J. SUS-A quick and dirty usability scale. Usability Evaluation in Industry. 1996;189(194):4–7.
46.
Zurück zum Zitat Boren T, Ramey J. Thinking aloud: reconciling theory and practice. IEEE Transactions on Professional Communication. 2000;43(3):261–78.CrossRef Boren T, Ramey J. Thinking aloud: reconciling theory and practice. IEEE Transactions on Professional Communication. 2000;43(3):261–78.CrossRef
47.
Zurück zum Zitat Giancardo L, Sanchez-Ferro A, Arroyo-Gallego T, Butterworth I, Mendoza CS, Montero P, … & Estépar RSJ. Computer keyboard interaction as an indicator of early Parkinson’s disease. Sci Rep. 2016;6. Giancardo L, Sanchez-Ferro A, Arroyo-Gallego T, Butterworth I, Mendoza CS, Montero P, … & Estépar RSJ. Computer keyboard interaction as an indicator of early Parkinson’s disease. Sci Rep. 2016;6.
48.
Zurück zum Zitat Griol D, Callejas Z. Mobile conversational agents for context-aware care applications. Cogn Comput. 2016;8(2):336–56.CrossRef Griol D, Callejas Z. Mobile conversational agents for context-aware care applications. Cogn Comput. 2016;8(2):336–56.CrossRef
49.
Zurück zum Zitat Dubois B, Slachevsky A, Litvan I, Pillon BFAB. The FAB A frontal assessment battery at bedside. Neurology. 2000;55(11):1621–6.CrossRefPubMed Dubois B, Slachevsky A, Litvan I, Pillon BFAB. The FAB A frontal assessment battery at bedside. Neurology. 2000;55(11):1621–6.CrossRefPubMed
50.
Zurück zum Zitat Niazmand K, Tonn K, Kalaras A, Fietzek UM, Mehrkens JH & Lueth TC. Quantitative evaluation of Parkinson’s disease using sensor based smart glove. In Computer-Based Medical Systems (CBMS), 2011 24th International Symposium. IEEE; 2011. p. 1-8 Niazmand K, Tonn K, Kalaras A, Fietzek UM, Mehrkens JH & Lueth TC. Quantitative evaluation of Parkinson’s disease using sensor based smart glove. In Computer-Based Medical Systems (CBMS), 2011 24th International Symposium. IEEE; 2011. p. 1-8
51.
Zurück zum Zitat Li KY, Chu PY, Pickett KA. The effect of dopaminergic medication on joint kinematics during haptic movements in individuals with Parkinson’s disease. Behav Neurol. 2017;2017:1–8. Li KY, Chu PY, Pickett KA. The effect of dopaminergic medication on joint kinematics during haptic movements in individuals with Parkinson’s disease. Behav Neurol. 2017;2017:1–8.
52.
Zurück zum Zitat Likforman-Sulem L, Esposito A, Faundez-Zanuy M, Clémençon S, Cordasco G. EMOTHAW: a novel database for emotional state recognition from handwriting and drawing. IEEE Transactions on Human-Machine Systems. 2017;47(2):273–84.CrossRef Likforman-Sulem L, Esposito A, Faundez-Zanuy M, Clémençon S, Cordasco G. EMOTHAW: a novel database for emotional state recognition from handwriting and drawing. IEEE Transactions on Human-Machine Systems. 2017;47(2):273–84.CrossRef
Metadaten
Titel
A Handwriting-Based Protocol for Assessing Neurodegenerative Dementia
verfasst von
Donato Impedovo
Giuseppe Pirlo
Gennaro Vessio
Maria Teresa Angelillo
Publikationsdatum
02.05.2019
Verlag
Springer US
Erschienen in
Cognitive Computation / Ausgabe 4/2019
Print ISSN: 1866-9956
Elektronische ISSN: 1866-9964
DOI
https://doi.org/10.1007/s12559-019-09642-2

Weitere Artikel der Ausgabe 4/2019

Cognitive Computation 4/2019 Zur Ausgabe

Premium Partner