How Can You Visualize Second Order Partial Derivatives?

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Visualizing second order partial derivatives involves understanding the concept of curvature and slope on a three-dimensional graph. The first partial derivative, fx, represents the slope, while the second order derivative, fxx, indicates curvature. For mixed derivatives like fxy, it can be interpreted as half the difference between curvatures in two diagonal directions. An example function, f(x,y) = xy, illustrates this, showing specific values for derivatives at the origin, which helps in understanding the behavior of the function near that point. Overall, visualizing these derivatives enhances comprehension of their geometric implications.
yitriana
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How do you visualize a second order partial derivative with respect to x and then y?

fxy or fyx?(same thing, but how to visualize)
 
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Hi yitriana! :smile:

(try using the X2 tag just above the Reply box :wink:)
yitriana said:
How do you visualize a second order partial derivative with respect to x and then y?

fxy or fyx?(same thing, but how to visualize)

You can visualise fx as a slope (on an x y z "hillside" graph), and fxx as a curvature.

fxy would be 1/2 of the difference between the curvatures in the two "diagonal" directions, fuu and fvv where u = (x+y)/√2 and v = (x-y)/√2 :wink:
 
Another thing you might do is look at a "standard" representative.

For example, the function f(x,y) = xy has:

f(0,0) = 0
fx(0,0) = 0
fy(0,0) = 0
fxx(0,0) = 0
fxy(0,0) = 1
fyy(0,0) = 0

and all other derivatives are zero.

So, in some sense, the behavior of this function near (0,0) sets the standard for what the effect of that derivative "looks like".
 
Thank you for the replies. tiny-tim's explanation was especially helpful.
 

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