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  • CCA
  • GC-CCA 2012
  • 34.Cnf-266
Papers Published at GC-CCA 2012
All 14 Papers
IDAuthors and TitlePages
34.Cnf-227 Ms. Imane Benkhelifa
Dr. Samira Moussaoui
Speed and Direction Prediction-based Localization for Wireless Sensor Networks
1-6
34.Cnf-266 Dr. Imad Zyout
Dr. Ikhlas Abdel-Qader
An Improvement of Texture-Based Classification of Microcalcification Clusters in Mammography using PSO-SVM Approach
7-12
34.Cnf-349 Mr. Ali Ihbeel
Dr. Hasein I. Sigiuk
Performance Evaluation of Three MANET Protocols on WSN
13-21
34.Cnf-357 Mr. Gaojie Chen
Mr. Ousama Alnatouh
Ms. Lu Ge
Prof. Jonathon Chambers
A Distributed Differential Space-Time Coding With Full Interference Cancellation Scheme for A Cooperative Four Relay Network
22-26
34.Cnf-363 Prof. Thamer M. Jamel
Mr. Karam Naji
Simple Variable Step Size LMS Algorithm for Adaptive Identification of IIR Filtering System
27-32
34.Cnf-365 Dr. M Ayyash
Dr. Yazeed A. Al-Sbou
Towards A Cross-Layer Framework for Quality of Service Provisioning in Cognitive Radio Networks
33-38
34.Cnf-415 Dr. Mohammad Reza Salehi
Dr. Ebrahim Abiri
Mr. Hamed Shahraki
Design of a 4-10 GHz low noise amplifier based on coupled inductors for communication systems
39-44
34.Cnf-435 Ms. Faiza Mekhalfa
Prof. Daoud Berkani
Comparison of fractal compression methods impact on radiographic images of weld defects
45-50
34.Cnf-436 Mrs. Besat Jafarian
Prof. Nasser Yazdani
B-tree based packet classification (B2-PC)
51-56
34.Cnf-437 Dr. Kerem Kucuk
Dr. Necla Bandirmali
Prof. Adnan Kavak
Modeling of the modified SSLE in OPNET for large scale wireless sensor networks
57-62
34.Cnf-441 Mr. Gökhan Seçinti
Dr. Turgay Altilar
Virtual Laxity Driven Scheduling for Multiprocessor Real-Time Systems
63-68
34.Cnf-443 Dr. Takeshi Matsuda
Dr. Daiki Koizumi
Mr. Michio Sonoda
Cross Site Scripting Attacks Detection Algorithm Based on the Appearance Position of Characters
69-74
34.Cnf-446 Mr. Afonso J. Faria
Prof. Jose Brito
Average Delay in Cognitive Radio Networks Using Slotted ALOHA
75-80
34.Cnf-447 Mr. Helmi Ahmed
Prof. Mohamed Massmoudi
intensive Computing in advanced wireless sensor node: potential solution
81-87
34.Cnf-266 Paper View Page
Title An Improvement of Texture-Based Classification of Microcalcification Clusters in Mammography using PSO-SVM Approach
Authors Dr. Imad Zyout, Tafila Technical University, Tafila, Jordan
Dr. Ikhlas Abdel-Qader, Western Michigan University, Kalamazoo, MI, USA
Abstract Texture-based characterization of microcalcification clusters provides a robust tool for the development of a computeraided diagnosis (CADx) in mammography. Unlike its counterpart, a shape-based approach, texture approach does not require a microcalcification segmentation stage. This paper presents a new texture-based CADx that uses a PSOSVM embedded feature selection that is also an improvement of previous PSO-KNN approach [11]. The proposed system mainly consists of texture feature extraction and heuristic parameter selection stages. The first stage characterizes microcalcification (MC) clusters using 28 GLCM features. The second stage of the system involves feature selection and performance optimization of a kernel-based SVM classifier using a PSO-SVM approach. This step is to heuristically search for the most discriminative texture features and to find the optimal SVM learning model that comprises of the regularization and kernel parameters. Testing the proposed parameter selection approach using MC clusters from mini- MIAS datasets produced perfect classification accuracy and demonstrated a promising performance of parameter selection using PSO-SVM method.
Track ISKE: Intelligent Systems and Knowledge Engineering
Conference 5th Mosharaka International Conference on Communications, Computers and Applications (MIC-CCA 2012)
Congress 2012 Global Congress on Communications, Computers and Applications (GC-CCA 2012), 12-14 October 2012, Istanbul, Turkey
Pages 7-12
Topics Optimization of Computing Algorithms
Knowledge-Based Systems
ISSN 2227-331X
DOI
BibTeX @inproceedings{266CCA2012,
title={ An Improvement of Texture-Based Classification of Microcalcification Clusters in Mammography using PSO-SVM Approach },
author={Imad Zyout, and Ikhlas Abdel-Qader},
booktitle={2012 Global Congress on Communications, Computers and Applications (GC-CCA 2012)},
year={2012},
pages={7-12},
doi={}},
organization={Mosharaka for Research and Studies} }
Paper Views 57 Paper Views Rank 101/524
Paper Downloads 17 Paper Downloads Rank 271/524
GC-CCA 2012 Visits: 12977||MIC-CCA 2012 Visits: 10750||ISKE Track Visits: 1815