What is a support vector?(1 Point)The distance between any two data pointsThe average distance between all the data pointsThe distance between two boundary data pointsThe minimum distance between any two data points
Question
What is a support vector?(1 Point)The distance between any two data pointsThe average distance between all the data pointsThe distance between two boundary data pointsThe minimum distance between any two data points
Solution
A support vector refers to the distance between two boundary data points. In the context of Support Vector Machines (SVMs), a type of machine learning algorithm, support vectors are the data points that are closest to the decision boundary (or hyperplane). These points are on the edge of the decision boundary and are used to define and adjust the position of the decision boundary. This is because the SVM algorithm aims to maximize the margin, or distance, between the decision boundary and the nearest points from different classes, which are the support vectors.
Similar Questions
What is a support vector in the context of support vector machines?Question 7Answera.A data point that is used to define the decision boundaryb.A data point that lies on the margin boundaryc.A data point that maximizes the margind.A data point that is classified correctly
What are support vectors?
What is the objective of a Support Vector Machine (SVM)?Answer areaTo maximize the distance between the decision boundary and the nearest data points of any classTo minimize the number of misclassified pointsTo maximize the number of support vectorsTo minimize the computational complexity
What is a support vector regression machine? Question 14Answer a. A support vector machine that is used for classification b. A support vector machine that is sensitive to the presence of outliers c. A support vector machine that is sensitive to the scale of the input variables d. A support vector machine that is used for regression
What is a support vector machine?Question 2Answera.A linear model used to make predictions in supervised learningb.A neural network used in deep learningc.A tree-like model used to make predictions in supervised learningd.A clustering algorithm used in unsupervised learning
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