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We do this by showing the relative performance of these schemes for maximum expected patient health and maximum expected learning objectives, and by demonstrating the value of a restricted-optimal-policy approximation in a practical example.
By the differential training of the rollout policy, the approximation error caused by Monte Carlo method can be reduced a lot and the proposed suboptimal spectrum sensing and access scheme performs more robustly.
A proper choice and design of function approximator is critical for convergence of the iteration and the quality of final learned control policy, because an approximation error can grow quickly in the loop of optimization and function approximation.
So to a first approximation policy should soak the rich for the maximum amount — not out of envy or a desire to punish, but simply to raise as much money as possible for other purposes.
We derive important properties for a given echelon-stock (r, Q) policy for an approximation of the problem where all states are continuous.
We use it to characterize posterior densities for several objects that are useful for designing and evaluating monetary policy, including local approximations to the mean, persistence, and volatility of inflation.
Assuming that a fraction of agents can form their expectations by some adaptive or extrapolative schemes, we focus on an optimal monetary policy by second-order approximation of the policy objective from the consumers׳ utility function.
The 2-D framework consists of a dimension for downlink (DL) and a dimension for uplink (UL) where each has a utility and fairness constrained optimal revenue policy that operates on approximation algorithms.
The critic makes use of a special basis function parameterization motivated by the policy-gradient compatible function approximation.
You get the sense that it's deal-making for partisan advantage, rather than trying to come to some approximation of good policy".
"Sharp cutoffs by age, where a person's legal status changes suddenly on some birthday, are only a crude approximation of correct policy," he added.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com