# The Nature Of Statistical Learning Theory Manual

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. (1.3) is one of the main problems of mathematical statistics. When formulating the minimization problem for functional (1.2), the.statistical learning theory wharton statistics department

Alternatively, we could have indirectly postulated that we will be looking for a linear discriminant between the two classes, without making distributional assumptions. Such linear discriminant (classiﬁcation) functions are I{⟨w,x⟩≥b} for a unit-norm w and some bias b ∈Quadratic Discriminant Analysis: If unequal correlation matrices Σ1 and Σ2 are assumed, the resulting boundary is quadratic. We can then deﬁne classiﬁcation function by I{q(x)≥0} where q(x) is a quadratic function.**Suggested**

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