Trust Region Methods

GPTKB entity

Statements (22)
Predicate Object
gptkbp:instanceOf Optimization Algorithm
gptkbp:alternativeTo Line Search Methods
gptkbp:application gptkb:Machine_Learning
Engineering Design
Data Fitting
gptkbp:citation Conn, Gould, and Toint, 'Trust Region Methods', SIAM, 2000
gptkbp:feature Adaptive Step Size
Global Convergence Properties
Robustness to Poor Initial Guesses
gptkbp:hasConcept Restrict step to a region where model is trusted
https://www.w3.org/2000/01/rdf-schema#label Trust Region Methods
gptkbp:modulatedBy Trust Region Radius
gptkbp:relatedTo gptkb:Newton's_Method
Quasi-Newton Methods
gptkbp:solvedBy Subproblem at each iteration
gptkbp:subproblemType Quadratic Model Minimization
gptkbp:supportsAlgorithm Cauchy Point
Dogleg Method
Levenberg-Marquardt Algorithm
gptkbp:usedIn Nonlinear Optimization
gptkbp:bfsParent gptkb:Nonlinear_Programming
gptkbp:bfsLayer 6