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On the remaining three data sets, the best encoding was more than 5% worse than the results of the best encoding published by Sutherland et al. On the Ames toxicity data set, the implementation of the extended connectivity fingerprint achieved an AUC ROC performance of 0.87, which is comparable to the performance by a non-linear support vector machine trained on state-of-the-art descriptors.
Immediately after the priorities were set, the implementation process started [ 5] facilitated by the political decision to increase by almost five fold the DECIT budget for the period 2004-2007 (for the subsequent budgetary period: PPA 2005-2011, the allocation was further augmented by about 10%).
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Later, a specific timeline was set for the implementation.
Another focus is set on the implementation of scoring functions.
Moreover, we have to produce a macro micro consistent data set for the implementation of the model.
No deadline has been set for the implementation of the proposed changes but it remains possible they could be in place as early as next season.
The safety management system during the railway development, construction, operation, maintenance is the effective way to conduct the risk control and set up the implementation framework of railway safety management.
In this work, the focus has been set on the implementation and the validation of the fast and robust knowledge-based objective function PMF04 into the molecular docking program PARADDOCKS (Parallel Docking Suite) [1].
These aspects were discussed in the Fortaleça sua Saúde working group and were considered and set in the implementation of the main study program.
Such an approach has a further important effect, which is to set out the implementation and integration of complex interventions as organizational or business processes that are as important to assess as clinical and cost effectiveness.
In the implementation, we set the value of the tolerance to be (varepsilon =10^{-6}) for all the examples.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com