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Our experiments show that our theoretically grounded adjudication methods can substantially minimize the assessment effort.
Our paper also reports a series of experiments performed to thoroughly compare our new methods against current adjudication methods.
We argue that this iterative selection process can be naturally modeled as a reinforcement learning problem and propose innovative and formal adjudication methods based on multi-armed bandits.
Casting document judging as a multi-armed bandit problem is not only theoretically appealing, but also leads to highly effective adjudication methods.
Under this bandit allocation framework, we consider stationary and non-stationary models and propose seven new document adjudication methods (five stationary methods and two non-stationary variants).
11 12 The extraction and adjudication methods used were the same as those used in our subsequent unified Cochrane review.
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More recent trials 17262728 28 showed better evidence of good quality design, with satisfactory central randomisation using block design stratification with clear central event adjudication, and methods in place to ensure maintenance of double blinding.
It must be reconceived as only one of a set of linked policies and provision – including reform of substantive law, methods of adjudication, the provision of non-legal assistance.
So in 2004, a law was passed to introduce a new method of adjudication for some criminal trials, beginning in May 2009.
The Taliban understood that the best means of maintaining law and order was to retain the services of the judges and the method of adjudication most familiar to locals.
A hierarchy of sequencing techniques, analysis methods, and expert adjudication contributed to the linkage determination process.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com