Positive Definite, Hermitian Matrix: Difference between revisions
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== Parameters == | == Parameters == | ||
n: number of variables and number of equations | $n$: number of variables and number of equations | ||
m: number of nonzero entries in matrix | $m$: number of nonzero entries in matrix | ||
k: ratio between largest and smallest eigenvalues | $k$: ratio between largest and smallest eigenvalues | ||
== Table of Algorithms == | == Table of Algorithms == | ||
| Line 40: | Line 40: | ||
[[File:Linear System - Positive Definite, Hermitian Matrix - Space.png|1000px]] | [[File:Linear System - Positive Definite, Hermitian Matrix - Space.png|1000px]] | ||
== Space | == Time-Space Tradeoff == | ||
[[File:Linear System - Positive Definite, Hermitian Matrix - Pareto Frontier.png|1000px]] | [[File:Linear System - Positive Definite, Hermitian Matrix - Pareto Frontier.png|1000px]] | ||
Latest revision as of 08:18, 10 April 2023
Description
In this case, we restrict $A$ to be positive definite and hermitian (or symmetric, if $A$ is real-valued).
Related Problems
Generalizations: General Linear System
Related: Sparse Linear System, Non-Definite, Symmetric Matrix, Toeplitz Matrix, Vandermonde Matrix
Parameters
$n$: number of variables and number of equations
$m$: number of nonzero entries in matrix
$k$: ratio between largest and smallest eigenvalues
Table of Algorithms
| Name | Year | Time | Space | Approximation Factor | Model | Reference |
|---|---|---|---|---|---|---|
| Gaussian-Jordan Elimination | -150 | $O(n^{3})$ | $O(n^{2})$ | Exact | Deterministic | |
| Cholesky | 1940 | $O(n^{3})$ | $O(n^{2})$ | Exact | Deterministic |
Time Complexity Graph
Space Complexity Graph
Time-Space Tradeoff
