Of course, such a surrogate loss must be "reasonably related" to the original loss function since otherwise this approach cannot work well. For classification good surrogate loss functions have been recently identified, and the relationship between the excess classification risk and the excess risk ...
The effect of different types of tip loss functions was also studied. The Prandtl tip Acknowledgements The authors would like to thank Nanyang Technological University for providing the computing facilities as needed to carry out this study, as well as the Interdisciplinary Graduate School scholarship ...
VEPs can provide useful information on the likelihood of mutations being pathogenic, but most tell us nothing about the molecular mechanisms underlying disease. For this, consideration of the protein structural context of mutations can be very informative. In particular, protein stability predictors, wh...
For the following reasons stj and stol likely mediate different functions: Stj loss of function is embryonic lethal but an ~ 98% pan-neural RNAi knock down of stol (genotype:elavC155 > stolRNAi; UAS-dcr2) is viable, although it significantly reduces the speed of locomotion (Fig....
Insights on common losses: We propose a unified framework, named PolyLoss, to rethink and redesign loss functions. This framework helps to explain cross-entropy loss and focal loss as two special cases of the PolyLoss family (by horizontally shifting polynomial coefficients), w...
Complete loss of function of the native photoreceptor cells was confirmed using electroretinograms. In the ChR2 transgenic rats, visually evoked potentials were clearly detectable in spite of native photoreceptor function abolishment; however the responses were limited to within blue wavelengths. In ...
Mental Anguish- any anxiety, distress, depression, and trauma you face are all types of mental anguish that can warrant compensation in a medical malpractice lawsuit. Loss of Consortium- any loss of physical intimacy or companionship with a partner or spouse that your injuries caused may be compe...
Interneurons play crucial roles in neocortex associated with high-level cognitive functions; however, the specific division of labor is still under investigation. Interneurons are exceptionally diverse in their morphological appearance and functional properties. In this study, we modify a prefrontal multicol...
Aslam, "A note on Bayesian analysis of error function distribution under different loss functions", International Journal of Probability and Statistics, vol. 1, no. 5, (2012), pp.153-159.Feroze, N., & Aslam, M. (2012b). A note on Bayesian analysis of error function distribution under ...
ACOX1 (p.N237S) patients exhibit a severe loss of Schwann cells and neurons. However, treatment of flies and primary Schwann cells with an antioxidant suppressed the p.N237S-induced neurodegeneration. In summary, both loss and gain of ACOX1 lead to glial and neuronal loss, but different ...