Optimized Multilayer Perceptron for Sensorimotor Functional Mapping Based on a Few Minutes of Intracranial Electroencephalogram Data
Iktimal A, Spencer D, Alkawadri R. Optimized Multilayer Perceptron for Sensorimotor Functional Mapping Based on a Few Minutes of Intracranial Electroencephalogram Data. Annals Of Neurology 2024, 96: 187-193. PMID: 38506405, DOI: 10.1002/ana.26915.Peer-Reviewed Original ResearchMultilayer perceptronTanh activation functionArea under the curveMultilayer Perceptron performanceOptimal multilayer perceptronImbalanced dataF1 scoreFeature extensionNeural networkActivation functionElectroencephalogram-dataSensorimotor cortexIntractable epilepsy patientsPerceptronCentral sulcusCross-validationAnterior lipEpilepsy patientsGaussian distribution functionFunctional mappingNetworkMetrics