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How does the bias-variance decomposition of a ridge regression estimator compare with that of ordinary least squares regression?

a) ridge has larger bias, larger variance

b) ridge has smaller bias, larger variance

c) ridge has larger bias, smaller variance

d) ridge has smaller bias, smaller variance

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c) ridge has larger bias, smaller variance

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