کنفرانس مهندسی برق ایران

صفحه اصلی / سی امین کنفرانس بین المللی مهندسی برق

Combination of Classifiers to Detecting Grade of Gliblastoma using MRS

نویسندگان :

Roqaie Moqadam¹ Nazila Loghmani² Meysam Siyahmansoori³ Armin Allahverdy⁴

1- دانشگاه علوم پزشکی تهران 2- Northeastern University 3- دانشگاه علوم پزشکی کرمانشاه 4- دانشگاه علوم پزشکی مازندران

کلمات کلیدی :

Magnetic Resonance Spectroscopy, Glioma, Classifier

چکیده :

Glioma is classified into Low Grade Glioma and High Grade Glioma. Because of difference in patients’ survival, it is important to classify patients into each grade. In this study, 214 glioma patients were classified into these two grades using Choline and N-acetylaspartate as extracted metabolites from Magnetic Resonance Spectroscopy and combination of Support Vector Machine (SVM), Multi-Layer Perceptron (MLP), and Artificial Neuro-Fuzzy Inference System (ANFIS) as classifiers. Results showed that using ANFIS had the best accuracy between classifiers and combination of MLP and ANFIS had the best accuracy between different combinations of classifiers. Moreover, results showed that, concentration of Choline and N-acetylaspartate are suitable features to discriminating low and high grade glioma.

لیست مقالات

لیست مقالات بایگانی شده

Index and impulse in Singular Biological Continuous Systems

Behnam Babaei - Masoud Shafiee

یک روش اقتصادی برای تعیین مکان بهینه ریکلوزرها در فیدرهای توزیع شعاعی با هدف بهبود قابلیت اطمینان

محمودرضا شاکرمی - میثم دوستی زاده - هومن بسطامی - مهران امیری - ابراهیم شریفی پور - شمس الدین کمالوند

Novel Low Power Switch-Count Structure for Medium/High Power Multilevel Inverter

Ali Seifi - Seyed-hossein Hosseini - Mehrdad Tarafdar Hagh

Bit Error Mitigation Using Unequal Resistivity Levels in Memristors

Amir Mohammad Hajisadeghi - Peiman Pourmomen - Hamid Reza Zarandi

Multi-objective Optimization of Peer-to-Peer Transactions in Arizona State University’s Microgrid by NSGA II

Pourya Shirinshahrakfard - Amir Abolfazl Suratgar - Mohammad Bagher Menhaj - Gevork B. Gharehpetian

Breast Cancer Detection by Time-Reversal Imaging Using Ultra-Wideband Modified Circular Patch Antenna Array

Mohammad Haghpanah - Zahra Ghattan Kashani - Atefeh Khalili Param

New Single Phase Direct AC-AC Converters As A Series Static Digital Voltage Stabilizer With The Introduction Of Transformer And Transformerless Network Connection

Seyed mohsen Mortazavi - Reza Beiranvand

Three-Winding Coupled-Inductor-based Boost Converter with Voltage Multiplier Cell and Active Clamp Circuit for Low-Power Photovoltaic Application

Danesh Amani - Ali Valizadeh - Reza Beiranvand - Ali Yazdian Varjani

Design of a Full Swing 20-Transistors Full Adder Cell based on CNTFET with High Speed and Low PDP

Amir Baghi Rahin - Afshin Kadivarian - Vahid Baghi Rahin

Design and Simulation of Ultra High power X-band Rotary Joint with a Matching Choke

Mohammad Bod - Seyed mohammad Hashemi

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.3.2