Math 2.0

definition

Saddle point

Definition

Let U⊆RnU \subseteq \mathbb{R}^n be open, and let f ⁣:U→Rf \colon U \to \mathbb{R} be differentiable at a∈Ua \in U. The point aa is a saddle point of ff if ∇f(a)=0\nabla f(a) = 0 and aa is not a local extremum of ff.

Remarks

Equivalently, ∇f(a)=0\nabla f(a) = 0 and each ball around aa contains points xx and yy with f(x)<f(a)<f(y)f(x) < f(a) < f(y). The origin is a saddle point of f(x,y)=x2−y2f(x, y) = x^2 - y^2. Along the xx-axis ff has a minimum at 00, and along the yy-axis it has a maximum. If ff is of class C2C^2 and the Hessian matrix at a critical point is indefinite, the point is a saddle point. This condition is not necessary: f(x,y)=x3f(x, y) = x^3 has a saddle point at (0,0)(0, 0) with zero Hessian. In one variable, a saddle point is a stationary point that is not an extremum, such as 00 for x↦x3x \mapsto x^3.

Explanations

L1 human

The name comes from the shape of a horse saddle. It curves up from front to back and curves down from side to side. So the centre is flat, but it is neither a top nor a bottom.

What this node needs for W2
  • edge instance_of in: one example (0 of 1)
  • edge not_instance_of in: one non-example that fails one clause (0 of 1)

The writing levels say how complete the text of a node is. They do not measure its truth.

What this needs

To read this node, read these 9 nodes in this order. The foundations come first, and the list ends with this node.

Each node uses the nodes above it. The colour of the bar on a box shows the evidence level, and the box also gives it as text. The list below has the same nodes.
  • no evidence level
  1. Euclidean space object
  2. Function concept
  3. Function of several variables concept
  4. Limit of a function of several variables concept
  5. Local maximum and minimum definition
  6. Partial derivative concept
  7. Differentiable function of several variables definition
  8. Gradient definition
  9. Saddle point definition

What depends on this

1 node uses this node, directly or through other nodes.

Sources

  1. Web https://en.wikipedia.org/wiki/Saddle_point, lead section
  2. Web https://en.wikipedia.org/wiki/Saddle_point, Mathematical discussion