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This can be very difficult for bounded-rational agents with limited or costly computation.
In this paper, we present a novel semi-supervised dimensionality reduction technique to address the problems of inefficient learning and costly computation in coping with high-dimensional data.
The first, initiated by Rubinstein, charges an agent for doing costly computation; the second, initiated by Neyman does not charge for computation, but limits the computation that agents can do, typically by modeling agents as finite automata.
This chapter explores the use of OpenACC directives to accelerate the calculation of a so-called dissimilarity matrix, the most costly computation required for clustering analysis of molecular dynamics simulations.
By virtue of this linearization, the costly computation of solution-dependent correction factors is to be performed just once per time step, and there is no need for iterative defect correction if the governing equation is linear.
The most costly computation of Algorithm 3 is at step 3.
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Costly computations are carried out on an external laptop that communicates over wireless LAN with the quadrocopter.
But when used in a fully coupled manner (with elasticity and plasticity), it leads to costly computations.
Available relaxation procedures suffer from efficiency and robustness resulting in very costly computations that in general only allow for one-dimensional computations.
The acting forces on the structural nodes can be calculated more efficiently via the solution of the linear system, avoiding the costly computations of the aerodynamic/structural coupling matrix.
For each data sample, the imaging algorithm usually tries to improve the image quality by performing more costly computations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com