Prediction of Liver Cirrhosis Using Weighted Fisher Discriminant Ratio Algorithm

Simarjot Kaur Randhawa, R. K. Sunkaria, Anterpreet Kaur Bedi
{"title":"Prediction of Liver Cirrhosis Using Weighted Fisher Discriminant Ratio Algorithm","authors":"Simarjot Kaur Randhawa, R. K. Sunkaria, Anterpreet Kaur Bedi","doi":"10.1109/ICSCCC.2018.8703204","DOIUrl":null,"url":null,"abstract":"Liver diseases are one of the significant public health issues in present scenario. Liver cirrhosis is one of the leading causes of deaths due to liver related diseases. In this work, classification of normal and cirrhotic liver is done using texture analysis. Various texture features are extracted for classification. Out of all the extracted features, seven best features are identified using fisher discriminant ratio. Further, weighted fisher discriminant ratio algorithm is designed using the selected features, such that maximum accuracy and sensitivity is achieved.","PeriodicalId":148491,"journal":{"name":"2018 First International Conference on Secure Cyber Computing and Communication (ICSCCC)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 First International Conference on Secure Cyber Computing and Communication (ICSCCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSCCC.2018.8703204","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

Liver diseases are one of the significant public health issues in present scenario. Liver cirrhosis is one of the leading causes of deaths due to liver related diseases. In this work, classification of normal and cirrhotic liver is done using texture analysis. Various texture features are extracted for classification. Out of all the extracted features, seven best features are identified using fisher discriminant ratio. Further, weighted fisher discriminant ratio algorithm is designed using the selected features, such that maximum accuracy and sensitivity is achieved.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
加权Fisher判别比算法预测肝硬化
肝病是当前重大的公共卫生问题之一。肝硬化是肝脏相关疾病导致死亡的主要原因之一。在这项工作中,正常和肝硬化的分类是通过纹理分析完成的。提取各种纹理特征进行分类。在所有提取的特征中,使用fisher判别率识别出7个最佳特征。在此基础上,利用所选特征设计加权fisher判别比算法,以获得最大的准确率和灵敏度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
To Alleviate The Flooding Attack and Intensify Efficiency in MANET Deep Leaming Approaches for Brain Tumor Segmentation: A Review Q-AODV: A Flood control Ad-Hoc on Demand Distance Vector Routing Protocol Sentimental Analysis On Social Feeds to Predict the Elections A Comparative study of various Video Tampering detection methods
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1