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Due to measurement errors near resonances, the mode shapes extracted from the frequency response functions (FRFs) and hence the damage indices (DI) can contain many false peaks.
Many false peaks are presented in the spectra because the joint CS model does not possess enough DOF capacity to resolve so many sources.
However, in Figure 5b, due to the effect of the noise and random diffuse components, the sparsity property of the spatial spectrum is destroyed; in other words, the current spatial spectrum is no longer sparse, but with many false peaks.
In Figure 3b, in the heavily noisy environment (SNR = 5 dB), the two targets cannot be identified by the BPDN method since many false peaks appear in the reconstructed spatial spectrum, while they still can be separated by the MMP algorithm.
The initial list of picked peaks contains many false peaks, that makes them practically useless.
In practice, one may set λ to a small number to avoid finding too many false peaks.
Similar(53)
For the three datasets that do not pass quality standards (HepG2, HCT116, and SK-N-SH), the IDR-called peaks may contain many false positives; if these datasets are used by the community, we recommend that only the smaller set of high- confidence Sole-Search-called peaks be used.
As Ozsolak et al. mentioned in their supplementary methods "This method gives a very conservative definition of peak and trough heights and eliminates many false positives".
Application of such models for finding TFBSs in a major subset of ChIP-Seq peaks would require too low threshold value giving too many false positives.
Fred Cohen: Many false positives exist.
Iraq has had many false dawns.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com