[amp_mcq option1=”The number of cross-validations to be made” option2=”The kernel to be used” option3=”The tradeoff between misclassification and simplicity of the model” option4=”None of the above” correct=”option3″]
The correct answer is C. The tradeoff between misclassification and simplicity of the model.
The cost parameter in SVM is a hyperparameter that controls the tradeoff between misclassification and simplicity of the model. A higher cost parameter will result in a model that is more accurate but also more complex, while a lower cost parameter will result in a model that is less accurate but also simpler.
Option A is incorrect because the number of cross-validations is not a hyperparameter in SVM. Cross-validation is a technique used to evaluate the performance of a model, but it is not a part of the model itself.
Option B is incorrect because the kernel is a hyperparameter that controls the type of function that is used to map the data into a higher-dimensional space. The cost parameter is not related to the kernel.
Option D is incorrect because the cost parameter is a hyperparameter that is used in SVM.