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Review
. 2019 May:208:12-22.
doi: 10.1016/j.jpeds.2018.12.041. Epub 2019 Jan 25.

Data Science for Child Health

Tellen D Bennett  1 , Tiffany J Callahan  2 , James A Feinstein  3 , Debashis Ghosh  4 , Saquib A Lakhani  5 , Michael C Spaeder  6 , Stanley J Szefler  3 , Michael G Kahn  7
Affiliations
Review

Data Science for Child Health

Tellen D Bennett et al. J Pediatr. 2019 May.
No abstract available

Keywords: classification; clinical; data mining; data warehousing; decision support systems; forecasting; machine learning; neural networks; phenotype.

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Figures

Figure.
Figure.
Machine learning is most often categorized into supervised, unsupervised, and reinforcement learning. Deep learning can be either supervised or unsupervised, but is shown as its own category rather than having 2 subcategories. Transfer learning is a unique application of machine learning that could have any underlying learning model structure. Peripheral nodes show examples (not comprehensive) of research and clinical tasks for which each type of learning might be appropriate.
See this image and copyright information in PMC

References

    1. Adomavicius G, Tuzhilin A. Towards the next generation of recommender systems: a survey of the state-of-the-art and possible extensions. IEEE Trans on Data and Knowledge Engineering 2005;17: 734–49.
    1. Altman MC, Busse WW A Deep dive into asthma transcriptomics. Lessons from U-BIOPRED. Am J Respir Crit Care Med 2017;195:1279–80. - PubMed
    1. Krizhevsky A, Sutskever I, Hinton GE. ImageNet Classification with Deep Convolutional Neural Networks. 25th International Conference on Neural Information Processing Systems; Dec 12-17, 2011; Granada, Spain.
    1. Sanchez-Pinto LN, Luo Y, Churpek MM. Big data and data science in critical care. Chest 2018;15:1239–48. - PMC - PubMed
    1. Murdoch TB, Detsky AS. The inevitable application of big data to health care. JAMA 2013;309:1351–2. - PubMed

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