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Answer: with output arity n, learn N svm's svm 1 learns output==1 vs output !
Which affirmation is not proper about svm for a problem with 2 set of input features and a binary category of output?
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Is the SVM technique called the kernel trick?
No, SVM has a technique called the kernel trick. These are functions which takes low dimensional input space and transform it to a higher dimensional space i.e. it converts not separable problem to separable problem, these functions are called kernels. It is mostly useful in non-linear separation problem.
How is the SVM algorithm used in machine learning?
In the SVM algorithm, we plot each data item as a point in n-dimensional space (where n is number of features you have) with the value of each feature being the value of a particular coordinate. Then, we perform classification by finding the hyper-plane that differentiates the two classes very well (look at the below snapshot).
What's the difference between support vector and SVM classifier?
Support Vectors are simply the co-ordinates of individual observation. The SVM classifier is a frontier which best segregates the two classes (hyper-plane/ line). You can look at support vector machines and a few examples of its working here.
How is SVM algorithm robust to outliers?
The SVM algorithm has a feature to ignore outliers and find the hyper-plane that has the maximum margin. Hence, we can say, SVM classification is robust to outliers. Find the hyper-plane to segregate to classes (Scenario-5): In the scenario below, we can’t have linear hyper-plane between the two classes, so how does SVM classify these two classes?
Last Update: Oct 2021
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