Any smooth vector field X : R n → R n yields a map X ~ : C ∞ ( R n ) → C ∞ ( R n ) , defined by ( X ~ f ) ( p ) = D X ( p ) f ( p ) = t → 0 lim t f ( p + t X ( p ) ) − f ( p ) . This operation is linear over R and satisfies the product rule: X ~ ( f g ) = X ~ ( f ) g + f X ~ ( g ) . Conversely, if a map D : C ∞ ( R n ) → C ∞ ( R n ) is linear over R and satisfies the following product rule: D ( f g ) = D ( f ) g + f D ( g ) , must D be X ~ for certain smooth vector field X ?
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It is a well-known fact from vector calculus that ω ( f ) = ∑ i = 1 n ∂ x i ∂ f ω ( x i ) for any linear operator ω on C ∞ ( R n ) that satisfies the product rule. But this means that ω ( f ) = ∇ f ⋅ X = X ~ ( f ) , the derivative in the direction of X , where X is the vector field whose component functions are the ω ( x i ) for i = 1 , . . n .