Krylov Subspace Iteration Methods

GPTKB entity

Statements (26)
Predicate Object
gptkbp:instanceOf Numerical linear algebra method
gptkbp:advantage memory efficient
efficient for sparse matrices
gptkbp:application gptkb:machine_learning
computational physics
scientific computing
engineering simulations
gptkbp:approach iterative
gptkbp:basisFor gptkb:Krylov_subspace
gptkbp:developedBy gptkb:Alexei_Krylov
gptkbp:field Numerical analysis
Computational mathematics
https://www.w3.org/2000/01/rdf-schema#label Krylov Subspace Iteration Methods
gptkbp:includes GMRES
BiCGSTAB
Arnoldi Iteration
Conjugate Gradient Method
Lanczos Algorithm
gptkbp:namedAfter gptkb:Alexei_Krylov
gptkbp:originatedIn 1931
gptkbp:relatedTo preconditioning
matrix-free methods
gptkbp:usedFor eigenvalue problems
solving large linear systems
gptkbp:bfsParent gptkb:Top_Ten_Algorithms_of_the_20th_Century_(SIAM)
gptkbp:bfsLayer 8