Statements (23)
Predicate | Object |
---|---|
gptkbp:instanceOf |
mathematical optimization
|
gptkbp:advantage |
faster than gradient descent for some problems
|
gptkbp:application |
curve fitting
parameter estimation |
gptkbp:category |
gptkb:logic
|
gptkbp:convergesTo |
local minimum
|
gptkbp:field |
gptkb:mathematics
numerical analysis statistics |
gptkbp:firstDescribed |
19th century
|
https://www.w3.org/2000/01/rdf-schema#label |
Gauss–Newton algorithm
|
gptkbp:input |
differentiable function
|
gptkbp:limitation |
may not converge for poor initial guess
not suitable for all nonlinear problems |
gptkbp:namedAfter |
gptkb:Carl_Friedrich_Gauss
gptkb:Isaac_Newton |
gptkbp:output |
parameter estimates
|
gptkbp:relatedTo |
gptkb:Newton's_method
gptkb:Levenberg–Marquardt_algorithm |
gptkbp:requires |
Jacobian matrix
|
gptkbp:usedFor |
nonlinear least squares problems
|
gptkbp:bfsParent |
gptkb:Louis_Gauss
|
gptkbp:bfsLayer |
6
|