Re:Deep learning can debug biology
by dre85 on Saturday October 15, 2016 @08:48PM
(#12716310)
I find this very interesting. As a related topic, would it be possible to use deep learning to classify samples based on the quantities of pre-identified chemicals? If so, how would this work roughly? Does anybody have any ideas? Traditionally people use linear discriminant analysis, PCA, PLS, etc. I can't really wrap my head around the use of multiple neutral network layers for such problems.
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Re:Deep learning can debug biology
by saurabh20n on Saturday October 15, 2016 @09:57PM
(#12716448)
One possibility is as an extension of the untargeted analysis: run the analysis over different kinds of samples. The output for each sample is the list of major peaks (and intensities). Use this as the "image" to train a (shallow) network.
You might even get away without specifying pre-identified chemicals. Adding that list would only help.