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Lateralization of Temporal Lobe Epilepsy Using Multimodal MRI, Decision Tree, and Random Forest Methods

Alireza Fallahi¹, Neda Mohammadi-Mobarakeh², Narges Hosseini Tabatabaei³, Mohammad Pooyan⁴, Jafar Mehvari-Habibabadi⁵, Mohammad-Reza Ay², and Mohammad-Reza Nazem-Zadeh²
¹Shahed University, Tehran, Iran (Islamic Republic of), ²Tehran University of Medical Sciences, Tehran, Iran (Islamic Republic of), ³Brain and Spinal Cord Injury Research Centre, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran (Islamic Republic of), ⁴Biomedical Engineering Department, Shahed University, Tehran, Iran (Islamic Republic of), ⁵dr.mehvari@hotmail.com, Isfahan, Iran (Islamic Republic of)

To generate a decision-making tool for lateralizing mesial temporal lobe epilepsy (mTLE) using decision tree and random forest methods.

: Classification result using decision tree method. L : left TLE, R: right TLE.

Analysis of attribute importance using the random forest method.