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This two-filter approach combines a forward filter with a backward information filter which are approximated numerically using SMC for the regime sequence and Kalman filtering techniques for the hidden linear states.
A crucial feature of these models is that, conditional on the regime sequence (a 1,…,a n ), both the state equation and the observation equation are linear and Gaussian, which implies that conditional on the sequence of regimes and on the observations, the filtering and the smoothing distributions of the continuous states (Z 1,…,Z n ) can be computed explicitly.
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It is shown that the regime-switching approach based on MSAR models significantly outperforms those based on observable regime sequences.
Regime-switching approaches relying on observable (i.e. based on recent wind power production) or non-observable (i.e. a hidden Markov chain) regime sequences are considered.
Word filters are as sensitive as BLAST in the 50 100% regime of sequence identity (Fig. 5).
A pilot study [ 45] provided first indications that structural alignments could be used for genome-wide homology search in a regime where sequence information is scarce.
The disadvantage of the approach is a reduction in average rate-distortion performance in the high-rate regime for sequences with significant motion.
Two sRNA libraries in which M. truncatula seedlings were treated with drought stress (DS) and without stress, control (CK) constructed from shoots of seedlings grown under the two treatment-regimes were sequenced by an Illumina-Solexa sequencer.
Dense methylation is enabled by a regime of genomic sequence evolution that enriches CG dinucleotides and drives the highest CG frequencies known.
The feasible regime of protein sequence retrieval by word filters coincides with the regime of reliable function transfer.
We have devised strategies to employ a structural regime to search sequence space with good specificity and sensitivity.
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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