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A drum thuds, sparse and deep; electric guitars pick a little bit and soon shroud her voice in reverb; high harmonies float in like apparitions; cymbals rustle like the wind.
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Xie et al. [ 32] combined the virtues of sparse coding and deep networks into a sparse stacked denoising autoencoder to achieve better feature learning and denoising performance.
For examples, Xie et al. propose a novel approach to low-level vision problems that combine sparse coding and deep networks pre-trained with denoising auto-encoder (DA) [28].
For further work, it is expected that (1) more quality HFD data be collected from both newly drilled hydrocarbon and shallow water boreholes in areas within the basin where HFD data are sparse, and (2) deep groundwater flow field be characterized so that advective heat transfer component can be included in future thermal modeling studies.
These notably include sparse coding methods and deep neural networks.
Two solutions of higher-level feature construction are Sparse Coding (SC), and Deep learning [34, 35].
There is a very rich literature on image classification including methods based on bag of word [1, 2], Sparse representation [3 7], and Deep learning [8 10].
In the next section, we will give some background on sparse-representation-based and deep-learning-based SR methods and review the anchored neighborhood regression methods.
The typical feature learning methods for SEC include bag of words [5], sparse coding [6], exemplar-based coding [7], and deep learning (DL) [8].
PTPρ mRNA was almost entirely restricted to the granule cell layer of lobules 1 6 of the cerebellar cortex and deep cerebellar neurons; very sparse labeling was also present in basket and stellate cells in the molecular layer.
His unaccompanied preface was sparse and soulful, and there was deep feeling behind his singing.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com