1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
|
============================================
Response surface: Functional chaos expansion
============================================
.. currentmodule:: openturns
Functional chaos algorithm
==========================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
FunctionalChaosAlgorithm
LeastSquaresExpansion
IntegrationExpansion
Construction of the truncated multivariate orthogonal basis
===========================================================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
AdaptiveStrategy
CleaningStrategy
FixedStrategy
Projection method
=================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
ProjectionStrategy
IntegrationStrategy
LeastSquaresStrategy
Least squares algorithms to compute the coefficients
====================================================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
ApproximationAlgorithm
ApproximationAlgorithmImplementationFactory
PenalizedLeastSquaresAlgorithmFactory
PenalizedLeastSquaresAlgorithm
LeastSquaresMetaModelSelectionFactory
LeastSquaresMetaModelSelection
Model selection algorithm
=========================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
BasisSequenceFactory
:template: classWithPlot.rst_t
LARS
Model selection criteria
========================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
FittingAlgorithm
CorrectedLeaveOneOut
KFold
.. _least_squares_methods:
Least Squares problem resolution
================================
Refer to :ref:`least_squares`.
.. autosummary::
:toctree: _generated/
:template: class.rst_t
LeastSquaresMethod
CholeskyMethod
SVDMethod
QRMethod
SparseMethod
DesignProxy
Results
=======
.. autosummary::
:toctree: _generated/
:template: class.rst_t
FunctionalChaosRandomVector
FunctionalChaosResult
:template: classWithPlot.rst_t
FunctionalChaosSobolIndices
:template: classWithPlot.rst_t
experimental.FunctionalChaosValidation
Functional chaos on fields
==========================
.. autosummary::
:toctree: _generated/
:template: class.rst_t
experimental.FieldToPointFunctionalChaosAlgorithm
experimental.FieldFunctionalChaosResult
experimental.FieldFunctionalChaosSobolIndices
experimental.PointToFieldFunctionalChaosAlgorithm
|
