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Furthermore, recursive algorithms are also robust in the reconstruction of sensory stimuli from neurons with time-varying dynamics, recently observed in a number of sensory systems.

The Lorentzian norm of robust statistics is often applied in the reconstruction of the sparse signal from a compressed measurement signal in an impulsive noise environment.

A general overview of CS is introduced in Section 2, and a collection of robust estimators, known as M-estimators, are discussed in Section 3. We then present a review of nonlinear methods based on robust estimation in Section 4. Section 5 is devoted to illustrate the performance of the reviewed methods in the reconstruction of sparse signals from compressive contaminated samples.

In parallel, gapped regions in nuclear genomic data sets will be increasingly reduced allowing in combination with mt data the reconstruction of a robust tree of Mollusca.

In clade B, rapid diversification seems to relate to climatic and geological instability in the late Miocene, but this hinders the reconstruction of robust phylogenetic relationships between some species.

To select the final edges in the network, we rely on the stability selection procedure of [ 21], which was successfully applied to the reconstruction of robust regulatory networks in the case of a simple Lasso penalty [ 7], and is known to be less sensitive than selecting one λ per gene (e.g. by cross-validation).

This discordance is precisely why a large sample of nuclear loci was necessary for the reconstruction of a robust phylogeny in potato and tomato.

Body mass reconstructions of extinct vertebrates are most robust when complete to near-complete skeletons allow the reconstruction of either physical or digital models.

For the reconstruction of a robust genome-scale model, it is mandatory to have a proper annotation of the genome.

WGS also permit the reconstruction of more robust taxonomic trees (i.e. supertrees) based on whole-genome sequence alignment of all genes of the core genome [ 29- 31].

The reconstruction of a robust phylogeny for the Apocrita has long been of great interest to hymenopteran systematists (reviewed by Sharkey [2007]).