Abstract
In this paper, we report on a new method for potential diagnosis of Parkinson's Disease (PD) based on the analysis of the spontaneous response of vestibular system recorded by Electrovestibulography (EVestG). EVestG data of 20 individuals with PD and 28 healthy controls were adopted from a previous study. The field potentials and their firing pattern in response to whole body tilt stimuli from both left and right ears were extracted. We investigated several statistical and fractal features of the field potentials and also their firing patterns. One-way analysis of variance (ANOVA) was used to select the features showing the most significant differences between individuals with PD and the age-matched controls. Linear Discriminant analysis classification was applied to every selected feature using a leave-one-out routine. The result of each feature's classifier was used in a heuristic weighted average voting system to diagnose PD patients. The weights of the voting system were the (posterior) probabilities calculated by the designed classifier to indicate a subject related to a specific class. The results show more than 97% accuracy for PD diagnosis. Given that the patients were at different stage of disease, the high accuracy of the results encourages the use of vestibular response for PD diagnosis as a plausible quick and non-invasive screening tool.
Original language | English |
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Title of host publication | 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2012 |
Pages | 3704-3707 |
Number of pages | 4 |
DOIs | |
Publication status | Published - 2012 |
Event | International Conference of the IEEE Engineering in Medicine and Biology Society 2012 - Hilton San Diego Bayfront, San Diego, United States of America Duration: 28 Aug 2012 → 1 Sept 2012 Conference number: 34th https://ieeexplore.ieee.org/xpl/conhome/6320834/proceeding (Proceedings) |
Conference
Conference | International Conference of the IEEE Engineering in Medicine and Biology Society 2012 |
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Abbreviated title | EMBC 2012 |
Country/Territory | United States of America |
City | San Diego |
Period | 28/08/12 → 1/09/12 |
Internet address |