Chiang et al. developed an online wavelet-domain retraining method to improve the seizure prediction by enlarging the training dataset gradually[49].
By retraining the method only on the members of the Enterobacteriaceae (which comprises E. coli), more subtle differences between the proteomes can be detected.
After retraining the method with the SEM-processed alignments, CONGO's exon-level specificity with respect to genes from the RefSeq, ENSEMBL, UCSC, and GENCODE gene sets increased modestly yet significantly, from 89.9% to 90.5% (p = 1.2×10−9, χ2 test), while the sensitivity increased slightly, from 74.3% to 74.4% (see Methods S3 and Table S4 for full details).
This would, however, force all machine-learning approaches to retrain their methods prior to submission.
Feldenkrais This is a method of retraining the body using two methods: in classes where students learn Awareness Through Movement (ATM) and in one-on-one sessions where Functional Integration (FI) is used to analyze a movement that students then practice in several variations.
There are techniques for understanding that there is an error, and there are methods for retraining machine-learning systems, but there isn't a way to fix just one isolated problem.
Authors' response: Since we could not retrain the individual methods on our benchmark sets, we can answer this question only indirectly.
Experimental evidence on various data collections verified that our method is faster than retraining the classifier from scratch, while the achieved classification accuracy rate is maintained at the same level.
Dr. Bauman, himself a sufferer since an accident caused hearing loss and tinnitus, invented an in-the-ear device called the tinnitus retraining instrument to help people adapt to this method.
Potential areas for future investigation include the development and evaluation of experiential educational methods for clinicians and identification of the optimum frequency for retraining PCPs in proper documentation, referral and safety planning.
