Analysis of on-surface and in-air movement in handwriting of subjects with Parkinson's disease and atypical parkinsonism

被引：11

作者：

Jerkovic, Vera Miler ^{[1
]}

Kojic, Vladimir ^{[2
]}

Miskovic, Natasa Dragasevic ^{[3
,4
]}

Djukic, Tiana ^{[3
,4
]}

Kostic, Vladimir S. ^{[3
,4
]}

Popovic, Mirjana B. ^{[5
,6
]}

机构：

[1] Univ Belgrade, Innovat Ctr, Sch Elect Engn, Bulevar Kralja Ateksandra 73, Belgrade 11000, Serbia

[2] Techalia Serbia Ltd, Vladetina 13, Belgrade, Serbia

[3] Univ Belgrade, Neurol Clin, Clin Ctr Serbia, Belgrade, Serbia

[4] Univ Belgrade, Sch Med, Belgrade, Serbia

[5] Univ Belgrade, Inst Med Res, Belgrade, Serbia

[6] Univ Belgrade, Sch Elect Engn, Bulevar Kralja Ateksandra 73, Belgrade 11000, Serbia

来源：

BIOMEDICAL ENGINEERING-BIOMEDIZINISCHE TECHNIK | 2019年 / 64卷 / 02期

关键词：

handwriting; multi-class linear discriminant analysis; on-surface and in-air kinematic parameters; Parkinson's disease; DIAGNOSIS; ACCURACY;

D O I：

10.1515/bmt-2017-0148

中图分类号：

R318 [生物医学工程];

学科分类号：

0831 ;

摘要：

The purpose of this paper is to emphasize the importance of in-air movement besides on-surface movement for handwriting analysis. The proposed method uses a classification of drawing healthy subjects and subjects with Parkinson's disease, according to their on-surface and in-air handwriting parameters during their writing on a graphical tablet. Experimental results on real data sets demonstrate that the highest accuracy of subject's classification was obtained by combining both on-surface and in-air kinematic parameters.

引用

页码：187 / 194

页数：8

共 27 条

[1] Development, maturation and learning influence on handwriting kinematics [J].

Accardo, Agostino P. ;

Genna, Mariangela ;

Borean, Michela .

HUMAN MOVEMENT SCIENCE, 2013, 32 (01) :136-146

[2]

Boisseau M, 1986, M CSFS NIAG FALLS CA

[3]

Cohen JW., 1988, STAT POWER ANAL BEHA, DOI 10.4324/9780203771587

[4]

Cover T. M., 2006, ELEMENTS INFORM THEO, P13, DOI [10.1002/047174882X, DOI 10.1002/047174882X]

[5] Analysis of in-air movement in handwriting: A novel marker for Parkinson's disease [J].

Drotar, Peter ;

Mekyska, Jiri ;

Rektorova, Irena ;

Masarova, Lucia ;

Smekal, Zdenek ;

Faundez-Zanuy, Marcos .

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2014, 117 (03) :405-411

[6]

Duda R., 1973, Pattern Classification and Scene Analysis

[7] Computational analysis of open loop handwriting movements in Parkinson's disease: A rapid method to detect dopamimetic effects [J].

Eichhorn, TE ;

Gasser, T ;

Mai, N ;

Marquardt, C ;

Arnold, G ;

Schwarz, J ;

Oertel, WH .

MOVEMENT DISORDERS, 1996, 11 (03) :289-297

[8] A SAS® macro implementation of a multiple comparison post hoc test for a Kruskal-Wallis analysis [J].

Elliott, Alan C. ;

Hynan, Linda S. .

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2011, 102 (01) :75-80

[9]

Fukunaga K, 1994, INTRO STAT PATTERN R

[10] Second consensus statement on the diagnosis of multiple system atrophy [J].

Gilman, S. ;

Wenning, G. K. ;

Low, P. A. ;

Brooks, D. J. ;

Mathias, C. J. ;

Trojanowski, J. Q. ;

Wood, N. W. ;

Colosimo, C. ;

Duerr, A. ;

Fowler, C. J. ;

Kaufmann, H. ;

Klockgether, T. ;

Lees, A. ;

Poewe, W. ;

Quinn, N. ;

Revesz, T. ;

Robertson, D. ;

Sandroni, P. ;

Seppi, K. ;

Vidailhet, M. .

NEUROLOGY, 2008, 71 (09) :670-676

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