今天早上收到一封来自加拿大的一位博后的Email,说自己是科研的十大法则的忠实粉丝,Ta在BioData Mining杂志上发表了一篇文章,希望公卫人坛友也能将其翻译成中文,以便让广大中文用户都能看到Ta的文章。
摘要如下:
Machine learning has become a pivotal tool for many projects in computational biology, bioinformatics, and health informatics.
Nevertheless, beginners and biomedical researchers often do not have enough experience to run a data mining project effectively, and therefore can follow incorrect practices, that may lead to common mistakes or over-optimistic results.
With this review, we present ten quick tips to take advantage of machine learning in any computational biology context, by avoiding some common errors that we observed hundreds of times in multiple bioinformatics projects.
We believe our ten suggestions can strongly help any machine learning practitioner to carry on a successful project in computational biology and related sciences.
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