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The tiny margin between two candidates who expressed few policy differences on the stump and who studiously avoided the controversies of the past also appeared to reflect an emerging political consensus in favor of free market policies initiated by General Pinochet and then softened by government social welfare policies during the last decade.
The main idea behind SVM is to derive a unique separating hyperplane that maximizes margin between two classes.
The GB uses a shared covariance matrix, so the separating margin between two classes is also a linear hyperplane.
For application to classification, SVMs divide a training dataset with a hyperplane that maximizes the margin between two classes in the first step.
The CDS averages i-vectors for a language, the model can roughly be regarded as a vector pointing from the origin to the mean of the Gaussian distribution for this language, so the separating margin between two classes is a linear hyperplane which is through the origin and equally divides the angle formed by the models of the two classes.
A linear decision boundary in this high dimensional space is defined by a hyperplane, and SVM finds the hyperplane that maximizes the margin between two training groups, i.e. the separation between the training subjects that are most ambiguous and difficult to classify.
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In the end Ukip won by a margin of 7.3 per compared to the polls that had put the margin between ten and fifteen per cent.
"The AAP definitely lost steam after stepping down, but it's possible that high turnout today means they have retained the support of Delhi's poor and marginalised voters," said Alam. "Whoever wins may win by a small margin, between twenty to forty thousand votes".
Throughout her career, Bharati Mukherjee has depicted characters who are exiles, immigrants or outsiders: characters caught on the margins between two cultures, between India and America, tradition and modernity, East and West.
In the past six presidential election years, the shift to likely voter models has always helped the Republican candidate, but the difference has also always been small, usually amounting to a net of one or two percentage points in the margin between the two candidates.
However, LDM generally has imbalanced margin distribution between two classes on imbalanced training data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com