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This special issue focuses on the utilization of machine learning in medicine, specifically the use of machine learning techniques for medical applications such as the early diagnosis of various kinds of cancer and neurological disorders. The articles should provide an extensive description of the machine learning technique(s) involved as well as the medical application, highlighting the performance evaluation metrics used. Submissions are open until the deadline and accepted papers will be published continuously in the journal.