- 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 ...
Expand abstract - Publisher copy:
- 10.1016/j.eswa.2012.02.189
-
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- Journal:
- Expert Systems with Applications
- Volume:
- 39
- Issue:
- 12
- Pages:
- 10764-10771
- Publication date:
- 2012-09-15
- DOI:
- ISSN:
-
0957-4174
- URN:
-
uuid:920d8dad-ef1a-4a6b-9863-bb87850e1cc2
- Source identifiers:
-
335191
- Local pid:
- pubs:335191
- Copyright date:
- 2012
Journal article
Parkinson's Disease tremor classification - A comparison between Support Vector Machines and neural networks
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