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

Optimal Placement of Unified Power Flow Controller in Power System Considering Transient Stability and Voltage Stability Criteria

Esmail Zahmatkeshan - Mohsen Bandekhoda

Intelligent Near-Infrared Spectroscopy for Blood Glucose Level Classification

Shahrooz Sharifi - Amirhossein Maddah-Torghabehi - Mohammad-Reza Akbarzadeh-Totonchi

Passive and Active Rectifier Combination for Hybrid Piezoelectric and Radio Frequency Energy Harvesting System

Mohammad reza Esaei - Mostafa Noohi - Ali Mirvakili

FPGA-Based Multiplier with a New Approximate Full Adder for Error-Resilient Applications

Ali Ranjbar - Elham Esmaeili - Roghayeh Rafieisangari - Nabiollah Shiri

تعیین آرایش بهینه خطوط جهت کاهش فرسایش یقه پایه های بتنی ناشی از تنشهای باد

میثم پوراحمدی نخلی - حمیدرضا فیروزآبادی

Single-Channel Recursive Speech Separation with Unknown Speaker Count by Mask Estimation

Hadi Alizadeh - Rahil Mahdian Toroghi - Hassan Zareian

Design and Implementation of a Modular ROS-based Mobile Robot With Hierarchical Control

Erfan Riazati - Arian Hajizadeh - Seyed Majid Esmailzadeh

Thermo-optically Adjustment of Stimulated Brillouin Scattering in Integrated Slot Ring Resonators

Mahdi Piri - Bijan Abbasi Arand - Sayyed Reza Mirnaziry

Second-order Sliding Mode Control for DC-DC buck converter with input Voltage Ripple Elimination

Maede Azimi - Mehdi Asadi - Adel Zakipour

Intermodal Network of Autonomous Mobility-on-Demand and Micromobility Systems

Seyyed Jalaladdin Abbasi Koumleh - Fabio Paparella

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.3.1