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Simulation studies demonstrate that the proposed technique outperforms previously considered methods while being computationally more efficient.
The method drastically decreases the smearing effects in other CVFE methods, while being mass conservative and numerically consistent.
The authors conducted and simulation studies and report that the proposed technique outperformed previously considered methods, while being computationally more efficient.
The proposed algorithm has a recognition accuracy rate that is comparable to the state-of-the-art methods, while being much faster in both training and testing phases.
The obtained results suggested that Vito could achieve equivalent, if not better goodness of fit than standard methods, while being more robust (up to 11% higher success rates) and with faster (up to seven times) convergence rate.
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The new method, while being computationally intensive, minimizes the involvement of the designer.
The summation-by-parts property is built into the stencil construction and implies asymptotic stability by the energy method while being non-dissipative.
In stand-alone tests of the IR algorithm on single cells with up to 20 vertices the proposed method was found to be 2 times faster than an implementation of an existing analytical method, while being easy to implement.
BitSeqVB is comparable to the fastest methods (except for Kallisto which is by far the fastest method) while being ranked as second in terms of the MAE criterion.
The CsCl density gradient centrifugation method, while being excellently suited to achieve highly purified samples, in our opinion, should be used with caution when performing quantitative studies.
Using a large scale simulated dataset, we demonstrate that TERA achieves the same accuracy as the corresponding probabilistic method while being faster, and outperforms other parsimony-based methods in both accuracy and speed.
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