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The mesh can be rendered from any viewpoint, and the Delaunay condition ensures good quality reconstructions -- even with a sparse sampling.
We demonstrate that deep architectures can be beneficial even with a sparse biological dataset.
However, prediction of GW-EBV using IBD relationships depends less on marker density, since closely related animals usually share larger chromosomal segments, which may be accurately identified even with a sparse marker map.
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Taking advantage of this long-range LD, mapping of disease loci with GWAS becomes highly efficient, even with a relatively sparse number of tagSNPs8.
With the proper optimization procedure and selection of hyperparameters, we demonstrate that deep architectures can be beneficial, even with a moderately sparse dataset.
We find that even with a noisy and extremely sparse phone-based point process representation, obstruent phones can be decoded at accuracy levels comparable to a basic hidden Markov model baseline and with improved robustness.
The complete search algorithm implemented in the program NOE net ensures to always obtain a high assignment accuracy, even with very sparse input data.
The results show that even at a heterogeneous site with a sparse monitoring network point scale investigation methods can provide reliable information on field scale natural attenuation rates, if a dependable flow model or tracer test data is available.
As a result, our model is able to discover more accurate semantic correlation between textual tags and visual features, and finally providing favourable visual semantics interpretation even with highly sparse and incomplete tags.
Simulation results suggest that, even with very sparse observations, the obtained posterior mean velocities and other QoIs have significantly better agreement with the benchmark data compared to the baseline results.
Many statistical questions simply identify correlations, which may be recognized even with relatively sparse datasets.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com