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Without appropriate discretisation and dimensionality reduction procedures, the computational cost of such analysis depends exponentially on the number of parameters, challenging the capacities of current hardware.
On the technical side, compared to regression procedures, the computational load is very high.
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Moreover, by means of the new procedure, the computational efficiency can be greatly improved and fault characteristics are dramatically enhanced in the envelope spectrum where deterministic frequency component and its harmonics corresponding to fault characteristics are displayed clearly.
For each grid point, it makes one call to Procedure 2 and one call to Procedure 3. The computational complexity of Procedure 2 is O |S|) and that of Procedure 3 is O |S|2).
This chapter provides a description of various array-based technologies and a discussion of the procedures and the computational approaches to the analysis of gene expression data, including gene filtering, scaling, normalization and transformation.
After providing a detailed description of the biochemical processes involved in the PRR pathway in budding yeast cells, we present the experimental procedures and the computational methods exploited in this Systems Biology work.
The worst-case end-states of -Reduce and -CombIne are extremely difficase thediscoveranks they are hofothey invariances, and homology groupspacesknown to be computareonally challenging.
In terms of reflectivity pattern estimation efficiency, [14] proposes a procedure that the computational time increases dramatically with the number of targets.
The discrepancy may also be due to technical issues related to the experimental procedure, or the computational analysis of the microarray data.
This is necessary because the method could be susceptible to noise without this procedure, and the computational cost is prohibitive for iterative variable selection during cross-validation.
The results shown in Figs. 2 and 3 indicate that our new importance sampling procedure reduces the computational cost to obtain the Class I diffuse reflectance by about three orders of magnitude when compared to the standard Monte Carlo method.
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