首页> 外文期刊>Journal of computer sciences >GENERALIZED REGRESSION NEURAL NETWORK BASED EXPERT SYSTEM FOR HEPATITIS B DIAGNOSIS
【24h】

GENERALIZED REGRESSION NEURAL NETWORK BASED EXPERT SYSTEM FOR HEPATITIS B DIAGNOSIS

机译:基于广义回归神经网络的乙型肝炎诊断专家系统

获取原文
获取原文并翻译 | 示例
           

摘要

Hepatitis B is a potentially life-threatening liver infection caused by the hepatitis B virus. The virus interferes with the function of the liver while replicating in hepatocytes. It is a major global health problem and the most serious type of viral hepatitis. Chronic liver disease is caused by viral hepatitis and putting people at high risk of death from cirrhosis of the liver and liver cancer. Medical information available is extensive and which is utilized by the clinical specialists. The ranging of information is from details of clinical symptoms to various types of biochemical data. Information provided by each data is evaluated and assigned to a particular pathology during the diagnostic process. Artificial intelligence methods especially computer aided diagnosis and artificial neural networks can be employed to streamline the diagnostic process. These adaptive learning algorithms can handle diverse types of medical data and integrate them into categorized outputs. Artificial neural networks are finding many uses in the medical diagnosis application. In this study we have proposed a Generalized Regression Neural Network (GRNN) based expert system for the diagnosis of the hepatitis B virus disease. The system classifies each patient into infected and non-infected. If infected then how severe it is in terms of intensity rate.
机译:乙型肝炎是由乙型肝炎病毒引起的潜在威胁生命的肝脏感染。该病毒在肝细胞中复制时会干扰肝脏的功能。它是全球主要的健康问题,也是最严重的病毒性肝炎。慢性肝病是由病毒性肝炎引起的,使人们处于因肝硬化和肝癌而死亡的高风险中。可获得的医学信息广泛,临床专家可以利用。信息的范围从临床症状的详细信息到各种类型的生化数据。在诊断过程中,将评估每个数据提供的信息并将其分配给特定的病理。可以采用人工智能方法,尤其是计算机辅助诊断和人工神经网络来简化诊断过程。这些自适应学习算法可以处理各种类型的医学数据,并将它们集成到分类的输出中。人工神经网络在医学诊断应用中发现了许多用途。在这项研究中,我们提出了一种基于广义回归神经网络(GRNN)的专家系统,用于诊断乙型肝炎病毒疾病。系统将每个患者分类为感染和未感染。如果被感染,那么强度强度有多严重。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号