National Repository of Grey Literature 1 records found  Search took 0.00 seconds. 
Implementation of new method to machine learning model for epileptogenic zone localization in pharmacoresistant epilepsy patients
Pivnička, Martin ; Mívalt, Filip (referee) ; Filipenská, Marina (advisor)
The bachelor thesis describes the issue of the epileptogenic tissue localization considering pacients with drug-resistant epilepsy. The first half of the theoretical part discusses the matter of epilepsy and its treatment. It describes the principle of electroencephalographic measurement and its contribution to epileptology as well as multiple foci localization approaches. The second theoretical part shows machine learning basics and its use for epilepsy treatment. The practical part starts with the description of steps needed to create the gamma method. It continues with the statistical analysis of the method. This analysis contains both gamma method alone and as a part of existing machine learning algorithm. It has been shown that the gamma method is a valuable specific parameter for localizing epileptic foci. Its addition to the machine learning model did not lead to a significant improvement in the performance of the model.

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