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
پیشبینی مسیر حرکت انسانها در محیطهای پر ازدحام
امین منافی سلطان احمدی - سمانه حسینی سمنانی
Design, Simulation and Analysis of a MIM Plasmonic Sensor Based on the Cross-Shaped Resonator
Setare Farzane - Hassan Kaatuzian - Leila Hajshahvaladi
Formation Control of Bicycle Model of Mobile Robots with Disturbance Using PID Controller
Amirhossein Rahmankhanloo - Saeed Khankalantary - Ali Akbar Vahedi
بررسی تاثیر اعمال پوشش مش متال در مقاومت حرارتی و خوردگی سیم فولادی استحکام بالا بعنوان مغزی هادی های پرظرفیت ACSS
فائزه راد - مهرنوش طاهرخانی - ناصر میرشاه ولایتی - عبداله جواهری
Structural Stability and Electron Density Analysis of Doped Antimonene: A First-Principles Study
Arash Yazdanpanah Goharrizi - Peyman Saberi Parsa
Design Investigation of a Broadband Polarization Rotator Using SIW Technology with T-Shaped Slots
Amin Azimi - Mohammad.H Neshati
Distributed Deep Reinforcement Learning for Radio Resource Management in O-RAN
Ahmad Ahmadi Siahpoush - Vahid Shah-Mansouri
Low-power and Low-Phase Noise Gm-Boosted Differential CMOS LC Voltage Controlled Oscillator using Genetic Algorithm
Mohammad Jafar Hemmati - Sepehr Ebrahimi Mood
Reactive Power Management of PV Systems by Distributed Cooperative Control in Low Voltage Distribution Networks
Saeed Mahdavian Rostami - Mohsen Hamzeh
Mach-Zehnder Interferometer Cell for Realization of Quantum Computer; A Feasibility Study
Mobin Motaharifar - Hassan Kaatuzian
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3