Hessian Matrix

Creator
Creator
Seonglae ChoSeonglae Cho
Created
Created
2022 Jan 23 14:24
Editor
Edited
Edited
2026 Mar 20 17:1

Math

A matrix constructed using second-order derivatives of a function, therefore
the Hessian matrix has a similar meaning to second derivatives

Geometry

The Hessian matrix allows us to determine whether a particular point of a function is convex, concave, or a saddle point. It characterizes the local curvature of the function. The Hessian is a second-order approximation of local manifold geometry. For example, Taylor expansion is locally a quadratic surface (ellipsoid if positive definite, or saddle surface if indefinite, depending on eigenvalues).
Hessian Matrix Usages
 
 
 
 
 
 

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