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The regression clustering (CART) with splits satisfying a maximum gain measure as modelled by ginni coefficient describes a probabilistic measure modelling the fraction of points of the predecessor nodes that are present in the one or the other successor node.
Fig. 5 Excluded fraction of points and relative error of estimated radius R as functions of filter factor (sigma multiples) for the case 2 from [3]. (Other parameters such as estimated angle of rotation are not shown because the transition between the correct and incorrect value is similar as for the radius R).
The training vectors are grouped in labeled pairs L i (x i, y i ) where x i is a training vector and y i ∈ {−1, 1} is the class label of x i and are used in training SVM that finds the hyperplane leaving the largest possible fraction of points of the same class on the same side, while maximizing the distance of either class from the hyperplane.
This allows us to visualize when the state of the network approaches a given attractor (Fig. 5B) and to quantify the fraction of points in time when this happens.
Reclassification of ground and canopy returns in the thinned datasets resulted in a larger fraction of points being classified as ground returns after thinning.
This function is estimated using the distances from each centroid to its nearest neighbor, and plotting the fraction of points in the sample that have their nearest neighbor at a given distance or less.
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These 17.3 acres make up only a fraction of Point of Rocks' several hundred acres, but give Canaan an added distinction.
Indeed, as mentioned above, quantitative analysis of all cryo-EM images revealed that the fraction of point contacts decreased upon Ca2+ addition.
Replication is subject to a fraction of point mutations, with a probability of μ per copied instruction or U per genome (U = 100 μ).
A perfect score is 100, with fractions of points deducted for each imperfection, no matter how slight.
But the rankings, while the best thing available, deal in fractions of points and tend to distort the picture when it comes to the Ryder Cup.
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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