SEPARATING PARKINSONIAN PATIENTS FROM NORMAL PERSONS USING HANDWRITING FEATURES

被引:11
作者
Sarbaz, Yashar [1 ]
Towhidkhah, Farzad [2 ]
Mosavari, Vahab [3 ]
Janani, Azin [2 ]
Soltanzadeh, Akbar [4 ]
机构
[1] Univ Tabriz, Sch Engn Emerging Technol, Tabriz, Iran
[2] Amirkabir Univ Technol, Tehran Polytech, Dept Biomed Engn, Neuromuscular Syst Lab, Tehran, Iran
[3] Sahand Univ Technol, Dept Elect Engn, Tabriz, Iran
[4] Univ Tehran Med Sci, Shariati Hosp, Dept Neurol, Tehran, Iran
关键词
Parkinson's disease; handwriting; power spectrum; diagnosis; MOVEMENTS; DISEASE; SIZE;
D O I
10.1142/S0219519413500309
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Parkinson's disease (PD) is a widespread progressive neural degenerative disease. Patients encounter problems in carrying out ordinary voluntary movements such as gaiting and writing. Effects of tremor, rigidity, and bradykinesia are seen in writing. Since the diagnosis of PD is based on the presence of cardinal symptoms, therefore voluntary movements like writing could be helpful as an indicator in this process. Handwriting analysis can be a suitable method to separate patients from normal individuals. We recorded handwriting data from 17 normal and 13 PD subjects, and then used mathematical analysis in order to extract proper features. At the end of the study, we used these selected features in a classifier. We achieved 93.89% accuracy in the test phase. Hence, this tool may be aid in the diagnosing of both PD and suspected PD individuals in the early stages of the disease.
引用
收藏
页数:9
相关论文
共 11 条
[1]   Functional evaluation of handgrip signals for Parkinsonian patients [J].
Andria, Gregorio ;
Attivissimo, Filippo ;
Giaquinto, Nicola ;
Lanzolla, Anna Maria Lucia ;
Quagliarella, Livio ;
Sasanelli, Nicola .
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2006, 55 (05) :1467-1473
[2]   Complexity analysis of stride interval time series by threshold dependent symbolic entropy [J].
Aziz, Wajid ;
Arif, Muhammad .
EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY, 2006, 98 (01) :30-40
[3]  
Factor S.A., 2008, Parkinson's disease : diagnosis and clinical management, V2nd
[4]  
Jeon H. S., 2008, 30 ANN INT IEEE EMBS
[5]  
Jervis BW, 2001, RAPID CLASSIFICATION
[6]   IS PARKINSONIAN TREMOR A LIMIT CYCLE? [J].
Palanthandalam-Madapusi, Harish J. ;
Goyal, Sachin .
JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2011, 11 (05) :1017-1023
[7]   GAIT SPECTRAL ANALYSIS: AN EASY FAST QUANTITATIVE METHOD FOR DIAGNOSING PARKINSON'S DISEASE [J].
Sarbaz, Yashar ;
Towhidkhah, Farzad ;
Gharibzadeh, Shahriar ;
Jafari, Ayyoob .
JOURNAL OF MECHANICS IN MEDICINE AND BIOLOGY, 2012, 12 (03)
[8]   Kinematic analysis of dopaminergic effects on skilled handwriting movements in Parkinson's disease [J].
Tucha, O ;
Mecklinger, L ;
Thome, J ;
Reiter, A ;
Alders, GL ;
Sartor, H ;
Naumann, M ;
Lange, KW .
JOURNAL OF NEURAL TRANSMISSION, 2006, 113 (05) :609-623
[9]  
Van Gemmert AWA, 1999, NEUROPSYCHOLOGIA, V37, P685
[10]   Parkinsonian patients reduce their stroke size with increased processing demands [J].
Van Gemmert, AWA ;
Teulings, HL ;
Stelmach, GE .
BRAIN AND COGNITION, 2001, 47 (03) :504-512