The Rise and Fall of Supervised Machine Learning Techniques. Jensen, L. J. & Bateman, A. 27(24):3331–3332.
The Rise and Fall of Supervised Machine Learning Techniques [link]Paper  doi  abstract   bibtex   
Machine learning is of immense importance in bioinformatics and biomedical science more generally (Larrañaga et al., 2006; Tarca et al., 2007). In particular, supervised machine learning has been used to great effect in numerous bioinformatics prediction methods. Through many years of editing and reviewing manuscripts, we noticed that some supervised machine learning techniques seem to be gaining in popularity while others seemed, at least to our eyes, to be looking 'unfashionable'.
@article{jensenRiseFallSupervised2011,
  title = {The Rise and Fall of Supervised Machine Learning Techniques},
  author = {Jensen, Lars J. and Bateman, Alex},
  date = {2011-12},
  journaltitle = {Bioinformatics},
  volume = {27},
  pages = {3331--3332},
  issn = {1460-2059},
  doi = {10.1093/bioinformatics/btr585},
  url = {https://doi.org/10.1093/bioinformatics/btr585},
  abstract = {Machine learning is of immense importance in bioinformatics and biomedical science more generally (Larrañaga et al., 2006; Tarca et al., 2007). In particular, supervised machine learning has been used to great effect in numerous bioinformatics prediction methods. Through many years of editing and reviewing manuscripts, we noticed that some supervised machine learning techniques seem to be gaining in popularity while others seemed, at least to our eyes, to be looking 'unfashionable'.},
  keywords = {*imported-from-citeulike-INRMM,~INRMM-MiD:c-10042077,machine-learning,review,supervised-training},
  number = {24}
}
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