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Parkinson's Disease tremor classification - A comparison between Support Vector Machines and neural networks

Abstract:

Deep Brain Stimulation has been used in the study of and for treating Parkinson's Disease (PD) tremor symptoms since the 1980s. In the research reported here we have carried out a comparative analysis to classify tremor onset based on intraoperative microelectrode recordings of a PD patient's brain Local Field Potential (LFP) signals. In particular, we compared the performance of a Support Vector Machine (SVM) with two well known artificial neural network classifiers, namely a Multiple Layer ...

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Publisher copy:
10.1016/j.eswa.2012.02.189

Authors


Journal:
Expert Systems with Applications
Volume:
39
Issue:
12
Pages:
10764-10771
Publication date:
2012-09-15
DOI:
ISSN:
0957-4174
Source identifiers:
335191
Language:
English
Keywords:
Pubs id:
pubs:335191
UUID:
uuid:920d8dad-ef1a-4a6b-9863-bb87850e1cc2
Local pid:
pubs:335191
Deposit date:
2013-11-16

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