Prediction Potential of Different Handwriting Tasks for Diagnosis of Parkinson's

被引:42
作者
Drotar, Peter [1 ]
Mekyska, Jiri [1 ]
Smekal, Zdenek [1 ]
Rektorova, Irena [3 ]
Masarova, Lucia [3 ]
Faundez-Zanuy, Marcos [2 ]
机构
[1] Brno Univ Technol, Dept Telecommun, CS-61090 Brno, Czech Republic
[2] Escola Univ Politec Mataro, Mataro, Spain
[3] St Anns Univ Hosp, Fac Med, First Dept Neurol, Brno, Czech Republic
来源
2013 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB) | 2013年
关键词
handwriting; Parkinson's disease; decision support systems; micrographia; SVM; DISEASE; MOVEMENTS;
D O I
10.1109/EHB.2013.6707378
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
One of the most frequent clinical hallmarks of Parkinson's disease (PD) is micrographia. Micrographia in PD is characterized by the decreased letter size and by changes in the kinematic aspects including increased movement time, decreased velocities and accelerations, and increased number of changes in velocity and acceleration. Based on the literature survey we proposed template to acquire handwriting during different tasks. In addition to well established tasks for PD diagnosis such as Archimedean spiral, we designed new tasks to acquire all aspects of micrographia. The database consists of eight different handwriting samples from seventy-five subjects. The presented results shows almost 80% overall classification accuracy
引用
收藏
页数:4
相关论文
共 16 条
[1]   Handwriting in patients with Parkinson disease: Effect of L-dopa and stimulation of the sub-thalamic nucleus on motor anticipation [J].
Bidet-Ildei, Christel ;
Pollak, Pierre ;
Kandel, Sonia ;
Fraix, Valerie ;
Orliaguet, Jean-Pierre .
HUMAN MOVEMENT SCIENCE, 2011, 30 (04) :783-791
[2]   Hypometria and bradykinesia during drawing movements in individuals with Parkinson's disease [J].
Broderick, Michael P. ;
Van Gemmert, Arend W. A. ;
Shill, Holly A. ;
Stelmach, George E. .
EXPERIMENTAL BRAIN RESEARCH, 2009, 197 (03) :223-233
[3]  
Costin H., 2001, BIOMEDICAL SOFTCOMPU, V7, P39
[4]   Epidemiology of Parkinson's disease [J].
de Lau, Lonneke M. L. ;
Breteler, Monique M. B. .
LANCET NEUROLOGY, 2006, 5 (06) :525-535
[5]   A New Modality for Quantitative Evaluation of Parkinson's Disease: In-Air Movement [J].
Drotar, Peter ;
Mekyska, Jiri ;
Rektorova, Irena ;
Masarova, Lucia ;
Smekal, Zdenek ;
Faundez-Zanuy, Marcos .
2013 IEEE 13TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2013,
[6]   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
[7]  
Geman O, 2013, INT J COMPUT COMMUN, V8, P525
[8]   Spiralometry: Computerized Assessment of Tremor Amplitude on the Basis of Spiral Drawing [J].
Kraus, Peter H. ;
Hoffmann, Arndt .
MOVEMENT DISORDERS, 2010, 25 (13) :2164-2170
[9]  
Marsden C., 1989, MOV DISORD S1, V4, P26
[10]  
Mekyska J, 2011, CESK SLOV NEUROL N, V74, P662