Specifics of medical data mining for diagnosis aid: A survey
作者:
Highlights:
• Models for diagnosis aid may provoke distrust among practitioners and patients.
• The development of models for diagnosis aid falls under data mining concerns.
• The survey raises an expert-aware approach for suitable diagnosis aid.
• Interpretability is a major concern for the acceptance of diagnosis aid models.
• The recourse to data mining for diagnosis aid poses many technical challenges.
摘要
•Models for diagnosis aid may provoke distrust among practitioners and patients.•The development of models for diagnosis aid falls under data mining concerns.•The survey raises an expert-aware approach for suitable diagnosis aid.•Interpretability is a major concern for the acceptance of diagnosis aid models.•The recourse to data mining for diagnosis aid poses many technical challenges.
论文关键词:Data mining,Medicine,Diagnosis aid,Explainable artificial intelligence
论文评审过程:Received 13 February 2018, Revised 9 September 2018, Accepted 27 September 2018, Available online 2 October 2018, Version of Record 15 October 2018.
论文官网地址:https://doi.org/10.1016/j.eswa.2018.09.056