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At decision stage 0, an initial resource allocation plan is generated by allocating one web resource instance to each application over each resource allocation interval.
As discussed in "Overview" section, the output of the optimization is a resource allocation plan represented by the number of resources allocated to each tier n per application a, in each resource allocation interval t.
We define a resource allocation plan as the number and type of resources allocated to a set of applications over a given number of resource allocation intervals within a defined planning horizon.
In addition, we establish a new Gini coefficient to reflect the fairness of resource allocation plan, by regarding the DEA efficiency and resource portion allocated to each DMU as service unit and equity unit, respectively.
For each subsequent decision stage i the black dots represent the mean SLO violation percentages obtained for the various possibilities of allocating i additional web server instances to the initial resource allocation plan generated at decision stage 0. Fig. 5 Optimality of RAP variants.
It is shown that the expected loss of the optimized resource allocation plan derived from this model is smaller than that of the population proportion-based allocation plan and average-based allocation plan.
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Dr. Cleary has been a member of the Academy of Medicine (AOM) since 1994 and served as Chair of two AOM Committees: the Committee on the Ryan White CARE Act: Data for Resource Allocation, Planning and Evaluation in 2002-2003, and the Committee on HIV Screening and Access to Care from 2010 to 2011.
Thereafter, outputs from crop models serve as input for bio-economic farm models (FSSIM or MODAM) to estimate production costs and farm income by optimizing resource allocation planning for step 2. In addition, outputs from crop models are used as inputs for macro-economic models (GTAP, MAGNET or MagPie) by adjusting supply functions and environmental impacts within steps 3, 4, and 5.
As mentioned previously, an exhaustive search over all possible resource allocation plans may not be feasible.
The naive way is to evaluate all possible resource allocation plans at each decision stage.
These settings allow the exhaustive enumeration of all possible resource allocation plans for these applications.
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