0% Complete
صفحه اصلی
/
سی امین کنفرانس بین المللی مهندسی برق
Combination of Classifiers to Detecting Grade of Gliblastoma using MRS
نویسندگان :
Roqaie Moqadam
1
Nazila Loghmani
2
Meysam Siyahmansoori
3
Armin Allahverdy
4
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
Analysis the Effect of Partial Transmission Element on the Performance of Fano Laser
Mohammad Heydari - Mohammadhasan Yavari - Aref Rasoulzadeh Zali
Social Welfare Maximization with Demand Response Program Using Stackelberg Game Theory
Mahtab Seyyedi - Ebrahim Pirmoradi - Turaj Amraee
طراحی یک چارچوب غیر متمرکز تبادل انرژی برای مصرفکنندههای فعال در بازارهای همتا به همتا (P2P)
امیر زارع بخت پیما چمثقالی - مهدی مهدینژاد - مهرداد عابدی
Low-Leakage 6T SRAM Cell for In-Memory Computing with High Stability
Deniz Najafi - Behzad Ebrahimi
Blind angle and angular range detection in planar and limited-view geometries for photoacoustic tomography
Soheil Hakakzadeh - Zahra Kavehvash
Thermo-optically Adjustment of Stimulated Brillouin Scattering in Integrated Slot Ring Resonators
Mahdi Piri - Bijan Abbasi Arand - Sayyed Reza Mirnaziry
Non-Invasive Blood Pressure Estimation using Poincaré Plot Indices of Photoplethysmography Signals
Fatemeh Shoeibi - Esmaeil Najafiaghdam - Afshin Ebrahimi
بررسی و شبیه سازی اضافه ولتاژهای صاعقه در نیروگاه خورشیدی برق خراسان و ارائه سیستم حفاظتی مناسب
هادی علی آبادی - بهزاد کرمانی
Sliding Mode Control for a Platoon of vehicular with DoS attacks and Obstacles
Tara Rajabi Nezhad Siahpoosh - Hanie Marufkhani - Mohammad A. Khosravi
Risk-based Expansion planning of Active Distribution Networks in the Presence of Electric Vehicles to improve the Reliability
Ali Razzaghi
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2