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However, if the underlying signal is sparse and β < α, all considered sparse PCA methods can consistently estimate the first loadings vector and become marginally consistent for β = α (Fig. 1a e).

Collectively, these global metrics show that, although Illumina sequencing technologies slightly outperform Agilent microarrays by all of these metrics, both methods can consistently and reproducibly evaluate expression levels in the adult human brain for a large percentage of genes.

As can be seen from the figure, the proposed method can consistently reconstruct a video which has a better quality than that of the best input copy.

Similar to the results obtained by using the standard test sequences, we observe that the proposed method can consistently reconstruct a video which has a better quality than that of the best input copy.

Comparing with state-of-the-art robust triangulation strategies, the proposed method can consistently identify more reliable inliers and hence, reconstruct more unambiguous 3D points with higher accuracy than existing methods.

As expected from the analysis in Section 5, the experimental results show that without the original source video or information on the quality of each input video, the proposed method can consistently reconstruct a video which has a better quality (in terms of average PSNR) than that of any input copy.

We provide an efficient algorithm for estimation of model parameters, and show that the proposed method can consistently discover causal relationships in the large p, small n setting.

From 100 rounds of simulation, we found our method can consistently distinguish between two single allele observation sets that originate from the same or different individuals (Fig.  2a) when the reference panel and diploid individuals are drawn from the same population.

The data in this report indicate that the two WGA methods examined can consistently amplify small amounts of DNA (ng) to large quantities (~40 μg) with relatively small changes in DNA copy number along the chromosomes.

Our maximum pseudo-likelihood method, MP-EST, can consistently estimate the topology and branch lengths (in coalescent units) of the species tree including those in the anomaly zone.

The method can be consistently applied to both structural systems with structural design parameters and mechanical systems with lumped design parameters.