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Calculus: Second Derivative Test for Local Extreme Values
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For this test to work, your two-variable function f(x,y) and its first and second partial derivatives must be continuous throughout a disk centered at point (a,b). Also, the partial derivative of x at (a,b), f’x(a,b) must equal the partial derivative of y at (a,b), both of which must equal 0.
So, basically f’x(a,b) = f’y(a,b) = 0
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The function f has a local maximum at (a,b) if f’xx < 0 and f’xx * f’yy – (f’xy)^2 > 0 at (a,b)
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Local minimum at (a,b) if f’xx>0 and f’xx*f’yy – (f’xy)^2 > 0 at (a,b)
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Saddle point at (a,b) if f’xx*f’yy – (f’xy)^2 <0 at (a,b)
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The test is inconclusive at (a,b) if f’xx*f’yy – (f’xy)^2 = 0 at (a,b)