Article
Hype versus hope: Deep learning encodes more predictive and robust brain imaging representations than standard machine learning
2020-04-16
Abstract excerpt
Previous successes of deep learning (DL) approaches on several complex tasks have hugely inflated expectations of their power to learn subtle properties of complex brain imaging data, and scale to large datasets. Perhaps as a reaction to this inflation, recent critical commentaries unfavorably compare DL with standard machine learning (SML) approaches for the analysis of brain imaging data. Yet, their conclusions...
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Identifiers and source
- Literature Corpus work
- decb208d-c0bc-5c19-8e04-fe8fcaa2d86e
- DOI
- 10.1101/2020.04.14.041582
