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This is the hyperplane that separates the two classes in the space of descriptors, minimising the classification error and, at the same time, maximising the margin (i.e. the distances from the hyperplane to the closest samples of both classes, called support vectors): the idea is to find out the best trade off between accuracy and generalisation.
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SVMs' success lies in its ability to maximise the margin, which denotes the distance between an example and the decision boundary.
The basis of SVM is to implicitly map data to a higher dimensional space via a kernel function in order to identify an optimal hyperplane that maximises the margin between the two groups.
Another approach is to apply support vector machines (SVMs), which attempt to avoid overfitting by finding a linear discriminant function (or generalised linear discriminant) that maximises the margin (the minimum distance of any sample point to the decision boundary) (Vapnik, 1998).
When maximising the gross margin, the crop mix is 33.3% each of first winter wheat (where 75% of the RB209 recommendation of N fertiliser is applied and the cereal straw is baled), winter barley (where the cereal straw is baled) and winter oilseed rape.
Minimising the farm GHG emissions rather than maximising the farm gross margin produces a 57% reduction in GHG emissions and decreases the gross margin and net farm energy by 15%and19%9% respectively.
For the "failed marmalade salesman", as Tallis, in one of his wittiest broadsides, calls him, is rightly dismissed as one who has "passed his adult life in a world where the aim is to sell as much product as possible and to maximise the profit margin".
Output from crops is a product of straw and grain at representative market values; the model maximises the gross margin between total output and variable costs of seeds, fertilisers and sprays, contract costs and fuel costs.
He was relentless in maximising the impact.
Maximising the impact of journalists won't be easy.
Minimising risk, and maximising the chances of hitting it big.
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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