A multi-stage soft computing framework for complex disease modelling and decision support: A liver cirrhosis case study
一种多阶段软计算框架用于复杂疾病建模和决策支持:肝硬化案例研究
机构 * organization= Department of Hepatobiliary Surgery, the Second Affiliated Hospital of Chongqing Medical University , city= Chongqing , postcode= 400010 , country= China ; organization= State Key Laboratory of Respiratory Health ; Multimorbidity, Institute of Basic Medical Sciences \& School of Basic Medicine, Chinese Academy of Medical Sciences \& Peking Union Medical College , city= Beijing , postcode= 100005 , country= China ; organization= School of Computer Science ; Informatics, Cardiff University , city= Wales , postcode= CF24 0DE , country= United Kingdom ; organization= Department of Medical Oncology, the First Hospital of China Medical University , city= Shenyang , postcode= 110001 , country= China ; organization= Institute for Innovation ; Development, Tsinghua University , city= Beijing , postcode= 100086 , country= China ; organization= Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences \& Peking Union Medical College , city= Beijing , country= China
专题命中 生物医学文本 :biomedical(abstract);分类 cs.LG、q-bio
AI总结 本文提出一种多阶段软计算框架,用于复杂疾病建模与治疗探索,通过整合单细胞转录组数据、高维网络特征稳定化、多模型学习和深度表征学习,提升肝硬化等复杂疾病的诊断与治疗决策能力。
Comments 20 pages, 8 figures