For a further improvement of the algorithm speed, also the sampling step of the projection lines is adaptive.
As the first step of the projection method, we prioritize and rank the 328 miRNAs in the data set based on their gain ratios over the 71 samples' expression profiles.
The final step of Constellation Map projection involves calculating pairwise Jaccard indices across the gene sets.
The example analysis goes through each step of a typical economic projection (e.g., price forecast, recoverable oil volumes, projections of future production, costs of development elements in the project, and ultimately the NPV distribution outcomes).
Overall, the computational time to solve the projection step of our fluid/solid algorithm is similar to the time needed to solve the standard fluid-only projection step.
At each forward and backward projection step of each iteration of the OSEM reconstruction algorithm, the intermediate reconstructed volumes were smoothed with such convolution kernel.
In particular, we show how one can use the standard preconditioner used in standard fluid simulations to precondition the linear system associated with the projection step of our fluid/solid algorithm.
We set the number of iterations of the Monte Carlo simulation in the node projection step of P-CENI to 100,000, which produces robust results to be used to find the critical dimension and generate clusters.
Thereafter, it is verified in the second step of the method (primal projection) that y ̂ k ≼ y k ( ŷ j k < y j k for some j) according to Proposition 2 next.
The Monte Carlo-based model, which accounts for all of the physical and geometrical characteristics of the camera system, is used in the forward-projection step of the reconstruction, while a simpler model based on ray-tracing is used for back-projection.
