Zagazig University Digital Repository
Home
Thesis & Publications
All Contents
Publications
Thesis
Graduation Projects
Research Area
Research Area Reports
Search by Research Area
Universities Thesis
ACADEMIC Links
ACADEMIC RESEARCH
Zagazig University Authors
Africa Research Statistics
Google Scholar
Research Gate
Researcher ID
CrossRef
Signal Separation using Non-negative Matrix Factorization Based on R1-norm
Faculty
Science
Year:
2012
Type of Publication:
Article
Pages:
703-707
Authors:
Kider, W, Abd El Aziz, M. E
Journal:
LIFE SCIENCE JOURNAL-ACTA ZHENGZHOU UNIVERSITY OVERSEAS EDITION MARSLAND PRESS
Volume:
9
Research Area:
Life Sciences \& Biomedicine - Other Topics
ISSN
ISI:000316682500108
Keywords :
Blind signal separation, non-negative matrix factorization, R-1 -norm, R-1 -NMF
Abstract:
Nonnegative Matrix Factorization (NMF) based methods have found use in the context of blind source separation, semi-supervised, and unsupervised learning. These techniques require the use of a suitable cost function to determine the optimal factorization, and most work has focused on the use of least square formulation which is prone to large noise and outliers. In this paper we developed robust NMF algorithm using R-1 -norm which exhibit stability and robustness w.r.t. large noises. This algorithm is as efficient as the algorithms for least square formulations, avoiding the significant computational complexities routinely associated with R-1 -norm formulations. The experimental show that R-1 -NMF can effectively separate the observed that contain outliers better than standard NMF. {[} W. kider and M. E. Abd El Aziz. Signal Separation using Non-negative Matrix Factorization Based on R1-norm. Life Sci J 2012;9(4):703-707] (ISSN:1097-8135). http://www.lifesciencesite.com. 110
Online
PDF
جامعة المنصورة
جامعة الاسكندرية
جامعة القاهرة
جامعة سوهاج
جامعة الفيوم
جامعة بنها
جامعة دمياط
جامعة بورسعيد
جامعة حلوان
جامعة السويس
شراقوة
جامعة المنيا
جامعة دمنهور
جامعة المنوفية
جامعة أسوان
جامعة جنوب الوادى
جامعة قناة السويس
جامعة عين شمس
جامعة أسيوط
جامعة كفر الشيخ
جامعة السادات
جامعة طنطا
جامعة بنى سويف