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Compared to the standard iterative method, the machine learning method has the advantage of a fast convergence and avoidance of over fitting [29].
In absolute terms, the reductions in Hodgkin's disease mortality in Western Europe correspond to the avoidance of over 3,000 deaths per year.
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Lastly, the avoidance of over-fitting using techniques from differential privacy, and the generic tradeoffs between stability and convergence were considered.
The proposal for fiscal policy is to emulate Chile's structural budget rule, and particularly its avoidance of over-optimism in forecasting.
The past researches emphasize merely the avoidance of over-learning at the system level and ignore the problem of over-learning at the model level, which lead to the poor performance of the evolutionary computation based stock trading decision-making system.
It recommends applying the defense only in cases where cooperation or avoidance of over-reliance is low-cost.
Avoidance of over-aggregation – many studies of automotive emissions define inventories by using emission models such a TREMOVE and COPERT.
What "The Spanish Artisan Wine Group -- Gerry Dawes Selections" stands for is rather simple: Relatively low alcohol, little or no oak, generally hand-harvested grapes, real corks, avoidance of over-ripe grapes and over-extraction in the winery.
The public would welcome the chance to learn about the ways in which cancer risk can be reduced through healthful eating, increased physical exercise, smoking cessation, moderate use or avoidance of alcohol, avoidance of tanning beds, avoidance of over-exposure to the sun, and use of HPV vaccine and Hepatitis B vaccine, all of which contribute to cancer prevention.
The reason for the use of interpolated data is the avoidance of over-fitting.
The identification of patients with false-positive and false-negative diagnoses permits avoidance of over-treatment and safe treatment of high-grade precancerous lesions.
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CEO of Professional Science Editing for Scientists @ prosciediting.com