Getting Started
Installation
Install from source
About
Overview
Authors
Contributors
Acknowledgements
Tutorials
Software Tutorials
Surrogates
Polynomial Chaos Expansion Construction
Residual Neural Network Construction
Function Approximation with Sparse Regression
Constructing PC surrogate and generating data
Least Squares Regression
BCS with default settings (default eta)
BCS with optimal eta (found through cross-validation)
API Reference
Section Navigation
pytuq
Submodules
pytuq.fit
pytuq.ftools
pytuq.func
pytuq.gsa
pytuq.linred
pytuq.lreg
pytuq.minf
pytuq.optim
pytuq.rv
pytuq.surrogates
pytuq.utils
pytuq.workflows
Extra
Index
PyTUQ
Index
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
K
|
L
|
M
|
N
|
O
|
P
|
Q
|
R
|
S
|
T
|
U
|
V
|
W
|
X
|
Y
|
Z
_
_x_train (pytuq.surrogates.pce.PCE attribute)
_x_trn (pytuq.surrogates.nn.NN attribute)
_x_val (pytuq.surrogates.nn.NN attribute)
_y_train (pytuq.surrogates.pce.PCE attribute)
_y_trn (pytuq.surrogates.nn.NN attribute)
_y_val (pytuq.surrogates.nn.NN attribute)
A
a (pytuq.func.bench.Ishigami attribute)
(pytuq.func.bench1d.TFData attribute)
(pytuq.func.benchNd.Sobol attribute)
(pytuq.func.chem.MullerBrown attribute)
(pytuq.rv.pcrv.PC1d attribute)
a_ (pytuq.func.bench2d.Branin attribute)
abcalpha (pytuq.minf.likelihoods.Likelihood_abc attribute)
,
[1]
abceps (pytuq.minf.likelihoods.Likelihood_abc attribute)
,
[1]
Ackley (class in pytuq.func.benchNd)
Adam (class in pytuq.optim.gd)
AddFcn (class in pytuq.func.func)
Adjiman (class in pytuq.func.bench2d)
Affine (class in pytuq.utils.maps)
AinvH (pytuq.fit.gp.gp attribute)
alpha (pytuq.rv.mrv.Pareto_1d attribute)
Alpine01 (class in pytuq.func.benchNd)
Alpine02 (class in pytuq.func.benchNd)
AMCMC (class in pytuq.minf.mcmc)
AMGM (class in pytuq.func.benchNd)
anl (class in pytuq.lreg.anl)
B
b (pytuq.func.bench.Ishigami attribute)
(pytuq.func.bench1d.TFData attribute)
(pytuq.func.chem.MullerBrown attribute)
(pytuq.rv.mrv.Pareto_1d attribute)
(pytuq.rv.pcrv.PC1d attribute)
b0 (pytuq.func.bench1d.TFData attribute)
b_ (pytuq.func.bench2d.Branin attribute)
BartelsConn (class in pytuq.func.bench2d)
bases1d (pytuq.func.poly.Leg attribute)
(pytuq.func.poly.Mon attribute)
(pytuq.func.poly.PolyBase attribute)
,
[1]
bases1d_deriv (pytuq.func.poly.Leg attribute)
(pytuq.func.poly.Mon attribute)
(pytuq.func.poly.PolyBase attribute)
,
[1]
basisEval (pytuq.fit.gp.gp attribute)
(pytuq.lreg.lreg.lreg attribute)
basisEvalPars (pytuq.fit.gp.gp attribute)
(pytuq.lreg.lreg.lreg attribute)
basisEvaluatorSet (pytuq.fit.gp.gp attribute)
,
[1]
(pytuq.lreg.lreg.lreg attribute)
,
[1]
batch_size (pytuq.optim.gd.SGD attribute)
bcs (class in pytuq.lreg.bcs)
bcs_fit() (in module pytuq.lreg.bcs)
beta1 (pytuq.optim.gd.Adam attribute)
beta2 (pytuq.optim.gd.Adam attribute)
bias (pytuq.utils.maps.Affine attribute)
Bird (class in pytuq.func.bench2d)
bld_psi() (pytuq.ftools.orf.MGS method)
bld_tht() (pytuq.ftools.orf.MGS method)
(pytuq.ftools.orf.QR method)
Bohachevsky (class in pytuq.func.benchNd)
bounds (pytuq.optim.sciwrap.ScipyWrapper attribute)
Branin (class in pytuq.func.bench2d)
Branin01 (class in pytuq.func.bench2d)
Branin02 (class in pytuq.func.bench2d)
Brent (class in pytuq.func.bench2d)
build() (pytuq.linred.kle.KLE method)
(pytuq.linred.klnn.KLNN method)
(pytuq.linred.klsurr.KLSurr method)
(pytuq.linred.linred.LinRed method)
(pytuq.linred.svd.SVD method)
(pytuq.surrogates.nn.NN method)
(pytuq.surrogates.pce.PCE method)
built (pytuq.linred.kle.KLE attribute)
(pytuq.linred.klsurr.KLSurr attribute)
,
[1]
(pytuq.linred.linred.LinRed attribute)
,
[1]
(pytuq.linred.svd.SVD attribute)
Bukin02 (class in pytuq.func.bench2d)
Bukin04 (class in pytuq.func.bench2d)
Bukin6 (class in pytuq.func.bench2d)
C
c (pytuq.func.chem.MullerBrown attribute)
c1 (pytuq.func.bench.MieleCantrell attribute)
(pytuq.func.bench1d.CosineSum attribute)
(pytuq.func.bench1d.Holsclaw attribute)
(pytuq.func.bench1d.SineSum2 attribute)
(pytuq.func.bench2d.Adjiman attribute)
(pytuq.func.bench2d.EggCrate attribute)
(pytuq.func.bench2d.Leon attribute)
(pytuq.func.bench2d.Mishra03 attribute)
(pytuq.func.bench2d.Mishra04 attribute)
(pytuq.func.bench2d.Mishra05 attribute)
(pytuq.func.benchNd.Alpine01 attribute)
c_ (pytuq.func.bench2d.Branin attribute)
c_hat (pytuq.fit.gp.gp attribute)
call1d() (pytuq.func.func.Function method)
CarromTable (class in pytuq.func.bench2d)
cartes_list() (in module pytuq.utils.xutils)
CartesProdFcn (class in pytuq.func.oper)
cdf() (pytuq.rv.mrv.GMM method)
(pytuq.rv.mrv.Inverse method)
(pytuq.rv.mrv.Lognormal_1d method)
(pytuq.rv.mrv.MCMCRV method)
(pytuq.rv.mrv.Mixture method)
(pytuq.rv.mrv.MRV method)
(pytuq.rv.mrv.Normal_1d method)
(pytuq.rv.mrv.Pareto_1d method)
(pytuq.rv.mrv.Weibull_1d method)
center (pytuq.func.bench2d.Quadratic2d attribute)
cf (pytuq.func.oper.PickDim attribute)
,
[1]
(pytuq.lreg.anl.anl attribute)
(pytuq.lreg.lreg.lreg attribute)
,
[1]
(pytuq.lreg.lreg.lsq attribute)
(pytuq.lreg.merr.lreg_merr attribute)
cf_cov (pytuq.lreg.anl.anl attribute)
(pytuq.lreg.lreg.lreg attribute)
,
[1]
(pytuq.lreg.lreg.lsq attribute)
(pytuq.lreg.merr.lreg_merr attribute)
cfs (pytuq.func.poly.PolyBase attribute)
,
[1]
cfsFlatten() (pytuq.rv.pcrv.PCRV method)
cfsUnflatten() (pytuq.rv.pcrv.PCRV method)
chainInit (pytuq.minf.infer.Infer attribute)
chdim (pytuq.minf.infer.Infer attribute)
check_options() (pytuq.surrogates.nn.NN method)
checkDim() (pytuq.func.func.Function method)
checkDomain() (pytuq.func.func.Function method)
checkMiCfsizes() (pytuq.rv.pcrv.PCRV method)
ChengSandu (class in pytuq.func.bench2d)
Chichinadze (class in pytuq.func.bench2d)
chind (pytuq.minf.infer.Infer attribute)
Cigar (class in pytuq.func.benchNd)
coefs (pytuq.rv.pcrv.PCRV attribute)
Colville (class in pytuq.func.bench)
ComposeFcn (class in pytuq.func.oper)
ComposeMap (class in pytuq.utils.maps)
compressMI() (pytuq.rv.pcrv.PCRV method)
compressPC() (pytuq.rv.pcrv.PCRV method)
compute() (pytuq.gsa.gsa.Linreg method)
(pytuq.gsa.gsa.Moat method)
(pytuq.gsa.gsa.PCSobol method)
(pytuq.gsa.gsa.SamSobol method)
(pytuq.gsa.gsa.SensMethod method)
compute_evidence() (pytuq.lreg.anl.anl method)
compute_pred() (pytuq.minf.vi.MFVI method)
compute_relvar() (pytuq.linred.linred.LinRed method)
compute_sens() (pytuq.linred.klnn.KLNN method)
(pytuq.linred.klsurr.KLSurr method)
compute_sens_pc() (pytuq.linred.klsurr.KLSurr method)
compute_stdev() (pytuq.lreg.lreg.lreg method)
computeDataPrior() (pytuq.minf.priors.Prior method)
computeGroupSens() (pytuq.rv.pcrv.PCRV method)
computeJointSens() (pytuq.rv.pcrv.PCRV method)
computeMean() (pytuq.rv.pcrv.PCRV method)
computeSens() (pytuq.rv.pcrv.PCRV method)
computeTotSens() (pytuq.rv.pcrv.PCRV method)
computeVar() (pytuq.rv.pcrv.PCRV method)
const (pytuq.func.toy.Constant attribute)
const() (in module pytuq.utils.funcbank)
Constant (class in pytuq.func.toy)
cosine() (in module pytuq.utils.funcbank)
CosineMixture (class in pytuq.func.benchNd)
CosineSum (class in pytuq.func.bench1d)
CosineSum2 (class in pytuq.func.bench1d)
cov (pytuq.func.bench2d.Quadratic2d attribute)
(pytuq.func.benchNd.MVN attribute)
(pytuq.rv.pcrv.PCRV_mvn attribute)
cov_ini (pytuq.minf.mcmc.AMCMC attribute)
,
[1]
cov_nugget (pytuq.lreg.anl.anl attribute)
,
[1]
covs (pytuq.rv.mrv.GMM attribute)
CrossInTray (class in pytuq.func.bench2d)
crps_gauss() (in module pytuq.utils.metrics)
crps_samples() (in module pytuq.utils.metrics)
D
Damavandi (class in pytuq.func.bench2d)
DampedCosine (class in pytuq.func.bench1d)
data_is_set (pytuq.minf.infer.Infer attribute)
datavar (pytuq.lreg.anl.anl attribute)
,
[1]
(pytuq.lreg.lreg.lreg attribute)
,
[1]
(pytuq.minf.infer.Infer attribute)
datavar_init (pytuq.lreg.bcs.bcs attribute)
,
[1]
datavar_is_set (pytuq.minf.infer.Infer attribute)
DeckkersAarts (class in pytuq.func.bench2d)
delta (pytuq.gsa.gsa.Moat attribute)
,
[1]
detind (pytuq.rv.pcrv.PCRV attribute)
diam() (in module pytuq.utils.stats)
dim (pytuq.func.bench.Colville attribute)
(pytuq.func.bench.Dolan attribute)
(pytuq.func.bench.Friedman attribute)
(pytuq.func.bench.GramacyLee attribute)
(pytuq.func.bench.Ishigami attribute)
(pytuq.func.bench.MieleCantrell attribute)
(pytuq.func.bench.Powell attribute)
(pytuq.func.bench.Wolfe attribute)
(pytuq.func.bench1d.CosineSum attribute)
(pytuq.func.bench1d.CosineSum2 attribute)
(pytuq.func.bench1d.DampedCosine attribute)
(pytuq.func.bench1d.Forrester attribute)
(pytuq.func.bench1d.GramacyLee2 attribute)
(pytuq.func.bench1d.Higdon attribute)
(pytuq.func.bench1d.Holsclaw attribute)
(pytuq.func.bench1d.LinxSin attribute)
(pytuq.func.bench1d.QuadxExp attribute)
(pytuq.func.bench1d.SineLogSum attribute)
(pytuq.func.bench1d.SineSum attribute)
(pytuq.func.bench1d.SineSum2 attribute)
(pytuq.func.bench1d.Sinex attribute)
(pytuq.func.bench1d.SinexExp attribute)
(pytuq.func.bench1d.Sinusoidal attribute)
(pytuq.func.bench1d.TFData attribute)
(pytuq.func.bench2d.Adjiman attribute)
(pytuq.func.bench2d.BartelsConn attribute)
(pytuq.func.bench2d.Bird attribute)
(pytuq.func.bench2d.Branin01 attribute)
(pytuq.func.bench2d.Branin02 attribute)
(pytuq.func.bench2d.Brent attribute)
(pytuq.func.bench2d.Bukin02 attribute)
(pytuq.func.bench2d.Bukin04 attribute)
(pytuq.func.bench2d.Bukin6 attribute)
(pytuq.func.bench2d.CarromTable attribute)
(pytuq.func.bench2d.ChengSandu attribute)
(pytuq.func.bench2d.Chichinadze attribute)
(pytuq.func.bench2d.CrossInTray attribute)
(pytuq.func.bench2d.Damavandi attribute)
(pytuq.func.bench2d.DeckkersAarts attribute)
(pytuq.func.bench2d.DropWave attribute)
(pytuq.func.bench2d.EggCrate attribute)
(pytuq.func.bench2d.EggHolder attribute)
(pytuq.func.bench2d.ElAttarVidyasagarDutta attribute)
(pytuq.func.bench2d.Franke attribute)
(pytuq.func.bench2d.FreudensteinRoth attribute)
(pytuq.func.bench2d.GoldsteinPrice attribute)
(pytuq.func.bench2d.HimmelBlau attribute)
(pytuq.func.bench2d.Hosaki attribute)
(pytuq.func.bench2d.Keane attribute)
(pytuq.func.bench2d.Leon attribute)
(pytuq.func.bench2d.Levy13 attribute)
(pytuq.func.bench2d.Lim attribute)
(pytuq.func.bench2d.Matyas attribute)
(pytuq.func.bench2d.McCormick attribute)
(pytuq.func.bench2d.Mishra03 attribute)
(pytuq.func.bench2d.Mishra04 attribute)
(pytuq.func.bench2d.Mishra05 attribute)
(pytuq.func.bench2d.Mishra06 attribute)
(pytuq.func.bench2d.NewFunction03 attribute)
(pytuq.func.bench2d.Parsopoulos attribute)
(pytuq.func.bench2d.Price01 attribute)
(pytuq.func.bench2d.Price02 attribute)
(pytuq.func.bench2d.Price03 attribute)
(pytuq.func.bench2d.Price04 attribute)
(pytuq.func.bench2d.Quadratic attribute)
(pytuq.func.bench2d.RosenbrockModified attribute)
(pytuq.func.bench2d.RotatedEllipse01 attribute)
(pytuq.func.bench2d.RotatedEllipse02 attribute)
(pytuq.func.bench2d.Schaffer01 attribute)
(pytuq.func.bench2d.Schaffer02 attribute)
(pytuq.func.bench2d.Schaffer04 attribute)
(pytuq.func.bench2d.Schwefel36 attribute)
(pytuq.func.bench2d.SixHumpCamel attribute)
(pytuq.func.bench2d.ThreeHumpCamel attribute)
(pytuq.func.bench2d.Treccani attribute)
(pytuq.func.bench2d.Trefethen attribute)
(pytuq.func.bench2d.Ursem01 attribute)
(pytuq.func.bench2d.Ursem03 attribute)
(pytuq.func.bench2d.Ursem04 attribute)
(pytuq.func.bench2d.UrsemWaves attribute)
(pytuq.func.bench2d.VenterSobiezcczanskiSobieski attribute)
(pytuq.func.bench2d.WayburnSeader01 attribute)
(pytuq.func.bench2d.WayburnSeader02 attribute)
(pytuq.func.bench2d.Zettl attribute)
(pytuq.func.bench2d.Zirilli attribute)
(pytuq.func.benchNd.Ackley attribute)
(pytuq.func.benchNd.Alpine01 attribute)
(pytuq.func.benchNd.Alpine02 attribute)
(pytuq.func.benchNd.AMGM attribute)
(pytuq.func.benchNd.Bohachevsky attribute)
(pytuq.func.benchNd.Cigar attribute)
(pytuq.func.benchNd.CosineMixture attribute)
(pytuq.func.benchNd.Griewank attribute)
(pytuq.func.benchNd.Mishra07 attribute)
(pytuq.func.benchNd.Sobol attribute)
(pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.PowFcn attribute)
(pytuq.func.func.SubFcn attribute)
(pytuq.func.genz.GenzBase attribute)
(pytuq.func.oper.PickDim attribute)
(pytuq.gsa.gsa.SensMethod attribute)
,
[1]
(pytuq.optim.gd.Adam attribute)
(pytuq.optim.pso.PSO attribute)
distance() (in module pytuq.lreg.opt)
distance_grad() (in module pytuq.lreg.opt)
DivFcn (class in pytuq.func.func)
dmax (pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.PowFcn attribute)
(pytuq.func.func.SubFcn attribute)
Dolan (class in pytuq.func.bench)
dom (pytuq.gsa.gsa.SensMethod attribute)
,
[1]
domain (pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.PowFcn attribute)
(pytuq.func.func.SubFcn attribute)
(pytuq.func.oper.CartesProdFcn attribute)
(pytuq.func.oper.ComposeFcn attribute)
(pytuq.func.oper.GradFcn attribute)
(pytuq.func.oper.LinTransformFcn attribute)
(pytuq.func.oper.ShiftFcn attribute)
(pytuq.func.oper.SliceFcn attribute)
(pytuq.minf.priors.Prior_uniform attribute)
,
[1]
(pytuq.rv.pcrv.PC1d attribute)
Domainizer (class in pytuq.utils.maps)
DropWave (class in pytuq.func.bench2d)
dvinfo (pytuq.lreg.merr.lreg_merr attribute)
dvparams (pytuq.minf.infer.Infer attribute)
dvtype (pytuq.minf.infer.Infer attribute)
E
EggCrate (class in pytuq.func.bench2d)
EggHolder (class in pytuq.func.bench2d)
eigval (pytuq.linred.kle.KLE attribute)
(pytuq.linred.linred.LinRed attribute)
,
[1]
(pytuq.linred.svd.SVD attribute)
eigval_clip() (pytuq.linred.linred.LinRed method)
ElAttarVidyasagarDutta (class in pytuq.func.bench2d)
embedding (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
encode_mindex() (in module pytuq.utils.mindex)
eps (pytuq.func.chem.LennardJones attribute)
(pytuq.optim.gd.Adam attribute)
epsilon (pytuq.minf.mcmc.HMC attribute)
(pytuq.minf.mcmc.MALA attribute)
eta (pytuq.lreg.bcs.bcs attribute)
,
[1]
eval (pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.PowFcn attribute)
(pytuq.func.func.SubFcn attribute)
eval() (pytuq.ftools.orf.GLMAP method)
(pytuq.linred.klnn.KLNN method)
(pytuq.linred.klsurr.KLSurr method)
(pytuq.linred.linred.LinRed method)
(pytuq.minf.likelihoods.Likelihood method)
(pytuq.minf.likelihoods.Likelihood_abc method)
(pytuq.minf.likelihoods.Likelihood_classical method)
(pytuq.minf.likelihoods.Likelihood_dummy method)
(pytuq.minf.likelihoods.Likelihood_gausmarg method)
(pytuq.minf.likelihoods.Likelihood_logclassical method)
(pytuq.minf.priors.Prior method)
(pytuq.minf.priors.Prior_normal method)
(pytuq.minf.priors.Prior_uniform method)
eval_loss_abc() (pytuq.minf.vi.MFVI method)
eval_loss_elbo() (pytuq.minf.vi.MFVI method)
eval_loss_elbo_grad_() (pytuq.minf.vi.MFVI method)
eval_loss_gmarg() (pytuq.minf.vi.MFVI method)
eval_slice() (pytuq.func.func.Function method)
evalBases() (pytuq.rv.pcrv.PCRV method)
evalBasesNormsSq() (pytuq.rv.pcrv.PCRV method)
evalgrad_slice() (pytuq.func.func.Function method)
evalLogPost() (pytuq.minf.infer.Infer method)
evalPC() (pytuq.rv.pcrv.PCRV method)
evaluate() (pytuq.surrogates.nn.NN method)
(pytuq.surrogates.pce.PCE method)
evalxi() (pytuq.linred.klnn.KLNN method)
(pytuq.linred.klsurr.KLSurr method)
Exp (class in pytuq.func.toy)
Expon (class in pytuq.utils.maps)
extrainferparams (pytuq.minf.infer.Infer attribute)
,
[1]
F
F() (pytuq.ftools.orf.HMAT method)
f2d() (in module pytuq.utils.funcbank)
factor (pytuq.func.chem.MullerBrown attribute)
(pytuq.minf.priors.Prior_uniform attribute)
fast_auc() (in module pytuq.utils.metrics)
fcn (pytuq.func.func.PowFcn attribute)
(pytuq.func.oper.GradFcn attribute)
,
[1]
(pytuq.func.oper.LinTransformFcn attribute)
,
[1]
(pytuq.func.oper.ShiftFcn attribute)
,
[1]
(pytuq.func.oper.SliceFcn attribute)
,
[1]
fcn1 (pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.SubFcn attribute)
(pytuq.func.oper.CartesProdFcn attribute)
,
[1]
(pytuq.func.oper.ComposeFcn attribute)
,
[1]
fcn2 (pytuq.func.func.AddFcn attribute)
(pytuq.func.func.DivFcn attribute)
(pytuq.func.func.MultFcn attribute)
(pytuq.func.func.SubFcn attribute)
(pytuq.func.oper.CartesProdFcn attribute)
,
[1]
(pytuq.func.oper.ComposeFcn attribute)
,
[1]
fill() (pytuq.ftools.orf.HMAT method)
fill_row() (pytuq.ftools.orf.MGSV method)
fit() (pytuq.fit.fit.fitbase method)
(pytuq.fit.gp.gp method)
(pytuq.lreg.lreg.lreg method)
fita() (pytuq.lreg.anl.anl method)
(pytuq.lreg.bcs.bcs method)
(pytuq.lreg.lreg.lreg method)
(pytuq.lreg.lreg.lsq method)
(pytuq.lreg.merr.lreg_merr method)
(pytuq.lreg.opt.opt method)
fitbase (class in pytuq.fit.fit)
fitted (pytuq.fit.fit.fitbase attribute)
,
[1]
(pytuq.fit.gp.gp attribute)
(pytuq.lreg.anl.anl attribute)
(pytuq.lreg.bcs.bcs attribute)
(pytuq.lreg.lreg.lsq attribute)
(pytuq.lreg.merr.lreg_merr attribute)
fixindnom (pytuq.minf.infer.Infer attribute)
Fmap (pytuq.ftools.orf.HMAT attribute)
,
[1]
Forrester (class in pytuq.func.bench1d)
forw() (pytuq.utils.maps.XMap method)
Franke (class in pytuq.func.bench2d)
FreudensteinRoth (class in pytuq.func.bench2d)
Friedman (class in pytuq.func.bench)
Fth() (pytuq.ftools.orf.HMAT method)
Fthmap (pytuq.ftools.orf.HMAT attribute)
,
[1]
Fthval (pytuq.ftools.orf.HMAT attribute)
,
[1]
Function (class in pytuq.func.func)
function (pytuq.linred.klsurr.KLSurr attribute)
,
[1]
(pytuq.rv.pcrv.PCRV attribute)
,
[1]
Fval (pytuq.ftools.orf.HMAT attribute)
,
[1]
G
gamma (pytuq.minf.mcmc.AMCMC attribute)
,
[1]
GD (class in pytuq.optim.gd)
GenzBase (class in pytuq.func.genz)
GenzCornerPeak (class in pytuq.func.genz)
GenzOscillatory (class in pytuq.func.genz)
GenzQuadOscillatory (class in pytuq.func.genz)
GenzSum (class in pytuq.func.genz)
germ_sam (pytuq.gsa.gsa.PCSobol attribute)
germCdf() (pytuq.rv.pcrv.PC1d method)
germSample() (pytuq.rv.pcrv.PC1d method)
get_domain() (in module pytuq.utils.stats)
get_kmat_cross() (pytuq.fit.gp.gp method)
get_kmat_self() (pytuq.fit.gp.gp method)
get_mi() (in module pytuq.utils.mindex)
get_neig() (pytuq.linred.linred.LinRed method)
get_npc() (in module pytuq.utils.mindex)
get_opt_bw() (in module pytuq.utils.xutils)
get_options() (pytuq.surrogates.nn.NN method)
get_pc_terms() (pytuq.surrogates.pce.PCE method)
get_pdf() (in module pytuq.utils.xutils)
get_pdf_uqtk() (in module pytuq.utils.uqtk_utils)
get_posteriors() (pytuq.minf.vi.MFVI method)
get_sigma2hat() (pytuq.fit.gp.gp method)
get_stats() (in module pytuq.utils.stats)
getDataStats() (pytuq.minf.infer.Infer method)
getDataVar() (pytuq.minf.infer.Infer method)
getInSamples() (pytuq.minf.infer.Infer method)
getIOSamples() (pytuq.minf.infer.Infer method)
getMaxOrders() (pytuq.rv.pcrv.PCRV method)
getModelMoments_NISP() (pytuq.minf.infer.Infer method)
getOutSamples() (pytuq.minf.infer.Infer method)
getParamIndices() (pytuq.rv.pcrv.PCRV method)
GLMAP (class in pytuq.ftools.orf)
GMM (class in pytuq.rv.mrv)
GoldsteinPrice (class in pytuq.func.bench2d)
gp (class in pytuq.fit.gp)
grad() (pytuq.func.bench.Colville method)
(pytuq.func.bench.Dolan method)
(pytuq.func.bench.Friedman method)
(pytuq.func.bench.GramacyLee method)
(pytuq.func.bench.Ishigami method)
(pytuq.func.bench.MieleCantrell method)
(pytuq.func.bench.Powell method)
(pytuq.func.bench.Wolfe method)
(pytuq.func.bench1d.CosineSum method)
(pytuq.func.bench1d.CosineSum2 method)
(pytuq.func.bench1d.DampedCosine method)
(pytuq.func.bench1d.Forrester method)
(pytuq.func.bench1d.GramacyLee2 method)
(pytuq.func.bench1d.Higdon method)
(pytuq.func.bench1d.Holsclaw method)
(pytuq.func.bench1d.LinxSin method)
(pytuq.func.bench1d.QuadxExp method)
(pytuq.func.bench1d.SineLogSum method)
(pytuq.func.bench1d.SineSum method)
(pytuq.func.bench1d.SineSum2 method)
(pytuq.func.bench1d.Sinex method)
(pytuq.func.bench1d.SinexExp method)
(pytuq.func.bench1d.Sinusoidal method)
(pytuq.func.bench1d.TFData method)
(pytuq.func.bench2d.Adjiman method)
(pytuq.func.bench2d.BartelsConn method)
(pytuq.func.bench2d.Bird method)
(pytuq.func.bench2d.Branin method)
(pytuq.func.bench2d.Branin01 method)
(pytuq.func.bench2d.Branin02 method)
(pytuq.func.bench2d.Brent method)
(pytuq.func.bench2d.Bukin02 method)
(pytuq.func.bench2d.Bukin04 method)
(pytuq.func.bench2d.Bukin6 method)
(pytuq.func.bench2d.CarromTable method)
(pytuq.func.bench2d.ChengSandu method)
(pytuq.func.bench2d.Chichinadze method)
(pytuq.func.bench2d.CrossInTray method)
(pytuq.func.bench2d.Damavandi method)
(pytuq.func.bench2d.DeckkersAarts method)
(pytuq.func.bench2d.DropWave method)
(pytuq.func.bench2d.EggCrate method)
(pytuq.func.bench2d.EggHolder method)
(pytuq.func.bench2d.ElAttarVidyasagarDutta method)
(pytuq.func.bench2d.Franke method)
(pytuq.func.bench2d.FreudensteinRoth method)
(pytuq.func.bench2d.GoldsteinPrice method)
(pytuq.func.bench2d.HimmelBlau method)
(pytuq.func.bench2d.Hosaki method)
(pytuq.func.bench2d.Keane method)
(pytuq.func.bench2d.Leon method)
(pytuq.func.bench2d.Levy13 method)
(pytuq.func.bench2d.Lim method)
(pytuq.func.bench2d.Matyas method)
(pytuq.func.bench2d.McCormick method)
(pytuq.func.bench2d.Mishra03 method)
(pytuq.func.bench2d.Mishra04 method)
(pytuq.func.bench2d.Mishra05 method)
(pytuq.func.bench2d.Mishra06 method)
(pytuq.func.bench2d.NewFunction03 method)
(pytuq.func.bench2d.Parsopoulos method)
(pytuq.func.bench2d.Price01 method)
(pytuq.func.bench2d.Price02 method)
(pytuq.func.bench2d.Price03 method)
(pytuq.func.bench2d.Price04 method)
(pytuq.func.bench2d.Quadratic method)
(pytuq.func.bench2d.Quadratic2d method)
(pytuq.func.bench2d.RosenbrockModified method)
(pytuq.func.bench2d.RotatedEllipse01 method)
(pytuq.func.bench2d.RotatedEllipse02 method)
(pytuq.func.bench2d.Schaffer01 method)
(pytuq.func.bench2d.Schaffer02 method)
(pytuq.func.bench2d.Schaffer04 method)
(pytuq.func.bench2d.Schwefel36 method)
(pytuq.func.bench2d.SixHumpCamel method)
(pytuq.func.bench2d.ThreeHumpCamel method)
(pytuq.func.bench2d.Treccani method)
(pytuq.func.bench2d.Trefethen method)
(pytuq.func.bench2d.Ursem01 method)
(pytuq.func.bench2d.Ursem03 method)
(pytuq.func.bench2d.Ursem04 method)
(pytuq.func.bench2d.UrsemWaves method)
(pytuq.func.bench2d.VenterSobiezcczanskiSobieski method)
(pytuq.func.bench2d.WayburnSeader01 method)
(pytuq.func.bench2d.WayburnSeader02 method)
(pytuq.func.bench2d.Zettl method)
(pytuq.func.bench2d.Zirilli method)
(pytuq.func.benchNd.Ackley method)
(pytuq.func.benchNd.Alpine01 method)
(pytuq.func.benchNd.Alpine02 method)
(pytuq.func.benchNd.AMGM method)
(pytuq.func.benchNd.Bohachevsky method)
(pytuq.func.benchNd.Cigar method)
(pytuq.func.benchNd.CosineMixture method)
(pytuq.func.benchNd.Griewank method)
(pytuq.func.benchNd.Mishra07 method)
(pytuq.func.benchNd.MVN method)
(pytuq.func.benchNd.NegAlpineN2 method)
(pytuq.func.benchNd.Sobol method)
(pytuq.func.benchNd.SumSquares method)
(pytuq.func.chem.LennardJones method)
(pytuq.func.chem.MullerBrown method)
(pytuq.func.func.AddFcn method)
(pytuq.func.func.DivFcn method)
(pytuq.func.func.Function method)
(pytuq.func.func.MultFcn method)
(pytuq.func.func.PowFcn method)
(pytuq.func.func.SubFcn method)
(pytuq.func.genz.GenzCornerPeak method)
(pytuq.func.genz.GenzOscillatory method)
(pytuq.func.genz.GenzQuadOscillatory method)
(pytuq.func.genz.GenzSum method)
(pytuq.func.oper.CartesProdFcn method)
(pytuq.func.oper.ComposeFcn method)
(pytuq.func.oper.LinTransformFcn method)
(pytuq.func.oper.PickDim method)
(pytuq.func.oper.ShiftFcn method)
(pytuq.func.oper.SliceFcn method)
(pytuq.func.poly.PolyBase method)
(pytuq.func.toy.Constant method)
(pytuq.func.toy.Exp method)
(pytuq.func.toy.Identity method)
(pytuq.func.toy.Log method)
(pytuq.func.toy.Quad method)
(pytuq.func.toy.Quad2d method)
grad_() (pytuq.func.func.Function method)
GradFcn (class in pytuq.func.oper)
GramacyLee (class in pytuq.func.bench)
GramacyLee2 (class in pytuq.func.bench1d)
Griewank (class in pytuq.func.benchNd)
H
H (pytuq.ftools.orf.MGSV attribute)
,
[1]
hess (pytuq.func.bench2d.Quadratic2d attribute)
hess() (pytuq.func.func.Function method)
hess_() (pytuq.func.func.Function method)
Heval() (pytuq.ftools.orf.HMAT method)
Higdon (class in pytuq.func.bench1d)
HimmelBlau (class in pytuq.func.bench2d)
HMAT (class in pytuq.ftools.orf)
HMC (class in pytuq.minf.mcmc)
Holsclaw (class in pytuq.func.bench1d)
Hosaki (class in pytuq.func.bench2d)
I
Identity (class in pytuq.func.toy)
idim (pytuq.func.oper.GradFcn attribute)
,
[1]
idt() (in module pytuq.utils.xutils)
ind (pytuq.func.oper.SliceFcn attribute)
,
[1]
ind_calib (pytuq.minf.infer.Infer attribute)
ind_embed (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
indmap (pytuq.gsa.gsa.Moat attribute)
inDomain() (pytuq.func.func.Function method)
Infer (class in pytuq.minf.infer)
infer (pytuq.minf.likelihoods.Likelihood attribute)
,
[1]
(pytuq.minf.priors.Prior attribute)
,
[1]
inpcrv (pytuq.minf.infer.Infer attribute)
inpdf_type (pytuq.minf.infer.Infer attribute)
instantiate_classes_from_module() (in module pytuq.utils.xutils)
instantiate_network() (pytuq.surrogates.nn.NN method)
integrate() (pytuq.ftools.integr.Integrator method)
(pytuq.ftools.integr.IntegratorGMM method)
(pytuq.ftools.integr.IntegratorGMMT method)
(pytuq.ftools.integr.IntegratorMC method)
(pytuq.ftools.integr.IntegratorMCMC method)
(pytuq.ftools.integr.IntegratorScipy method)
(pytuq.ftools.integr.IntegratorWMC method)
integrate_multiple() (pytuq.ftools.integr.Integrator method)
Integrator (class in pytuq.ftools.integr)
IntegratorGMM (class in pytuq.ftools.integr)
IntegratorGMMT (class in pytuq.ftools.integr)
IntegratorMC (class in pytuq.ftools.integr)
IntegratorMCMC (class in pytuq.ftools.integr)
IntegratorScipy (class in pytuq.ftools.integr)
IntegratorWMC (class in pytuq.ftools.integr)
intersect_domain() (in module pytuq.utils.stats)
intgl() (pytuq.func.genz.GenzOscillatory method)
inv() (pytuq.rv.rosen.Rosenblatt method)
(pytuq.utils.maps.Affine method)
(pytuq.utils.maps.ComposeMap method)
(pytuq.utils.maps.Expon method)
(pytuq.utils.maps.LinearScaler method)
(pytuq.utils.maps.Logar method)
(pytuq.utils.maps.XMap method)
inv_bfgs() (pytuq.rv.rosen.Rosenblatt method)
Inverse (class in pytuq.rv.mrv)
iprod() (pytuq.ftools.orf.MGS method)
(pytuq.ftools.orf.QR method)
Ishigami (class in pytuq.func.bench)
K
k (pytuq.rv.mrv.Weibull_1d attribute)
,
[1]
Keane (class in pytuq.func.bench2d)
kernel (pytuq.fit.gp.gp attribute)
,
[1]
kernel_params (pytuq.fit.gp.gp attribute)
,
[1]
kernel_params_range (pytuq.fit.gp.gp attribute)
,
[1]
kernel_rbf() (in module pytuq.fit.gp)
kernel_sin() (in module pytuq.fit.gp)
kf_ (pytuq.fit.gp.gp attribute)
kfold_cv() (pytuq.surrogates.pce.PCE method)
kfold_split() (pytuq.surrogates.pce.PCE method)
kl (pytuq.linred.klsurr.KLSurr attribute)
KLE (class in pytuq.linred.kle)
KLNN (class in pytuq.linred.klnn)
KLSurr (class in pytuq.linred.klsurr)
L
L (pytuq.ftools.orf.GLMAP attribute)
(pytuq.minf.mcmc.HMC attribute)
L_ (pytuq.fit.gp.gp attribute)
lam (pytuq.ftools.orf.MGS attribute)
(pytuq.rv.mrv.Weibull_1d attribute)
,
[1]
Leg (class in pytuq.func.poly)
LennardJones (class in pytuq.func.chem)
Leon (class in pytuq.func.bench2d)
level (pytuq.ftools.orf.HMAT attribute)
,
[1]
Levy13 (class in pytuq.func.bench2d)
lighten_color() (in module pytuq.utils.plotting)
lik_is_set (pytuq.minf.infer.Infer attribute)
Likelihood (class in pytuq.minf.likelihoods)
(pytuq.minf.infer.Infer attribute)
Likelihood_abc (class in pytuq.minf.likelihoods)
Likelihood_classical (class in pytuq.minf.likelihoods)
Likelihood_dummy (class in pytuq.minf.likelihoods)
Likelihood_gausmarg (class in pytuq.minf.likelihoods)
Likelihood_logclassical (class in pytuq.minf.likelihoods)
Lim (class in pytuq.func.bench2d)
LinearScaler (class in pytuq.utils.maps)
LinRed (class in pytuq.linred.linred)
Linreg (class in pytuq.gsa.gsa)
LinTransformFcn (class in pytuq.func.oper)
LinxSin (class in pytuq.func.bench1d)
Lmap (pytuq.ftools.orf.MGS attribute)
,
[1]
(pytuq.ftools.orf.MMGS attribute)
,
[1]
(pytuq.ftools.orf.QR attribute)
,
[1]
loadpk() (in module pytuq.utils.xutils)
Log (class in pytuq.func.toy)
Logar (class in pytuq.utils.maps)
Lognormal_1d (class in pytuq.rv.mrv)
logpdf() (pytuq.rv.mrv.Inverse method)
(pytuq.rv.mrv.Lognormal_1d method)
(pytuq.rv.mrv.MRV method)
(pytuq.rv.mrv.Normal_1d method)
(pytuq.rv.mrv.Pareto_1d method)
(pytuq.rv.mrv.Weibull_1d method)
logPost (pytuq.minf.calib.MCMCBase attribute)
logpost (pytuq.rv.mrv.MCMCRV attribute)
,
[1]
logpost_emb() (in module pytuq.lreg.merr)
logPostGrad (pytuq.minf.calib.MCMCBase attribute)
lr (pytuq.optim.gd.Adam attribute)
lreg (class in pytuq.lreg.lreg)
(pytuq.surrogates.pce.PCE attribute)
,
[1]
lreg_merr (class in pytuq.lreg.merr)
lsq (class in pytuq.lreg.lreg)
LVst (pytuq.fit.gp.gp attribute)
M
m (pytuq.ftools.orf.HMAT attribute)
,
[1]
(pytuq.ftools.orf.MGS attribute)
,
[1]
(pytuq.ftools.orf.MGSV attribute)
,
[1]
(pytuq.ftools.orf.MMGS attribute)
,
[1]
(pytuq.ftools.orf.QR attribute)
,
[1]
(pytuq.optim.gd.Adam attribute)
mae() (in module pytuq.utils.metrics)
MALA (class in pytuq.minf.mcmc)
map1 (pytuq.utils.maps.ComposeMap attribute)
map2 (pytuq.utils.maps.ComposeMap attribute)
map_flat_to_tri() (in module pytuq.lreg.merr)
mat (pytuq.ftools.orf.HMAT attribute)
,
[1]
(pytuq.ftools.orf.MGSV attribute)
,
[1]
Matyas (class in pytuq.func.bench2d)
max_deg (pytuq.func.poly.PolyBase attribute)
,
[1]
maxOrd (pytuq.rv.pcrv.PCRV attribute)
McCormick (class in pytuq.func.bench2d)
MCMCBase (class in pytuq.minf.calib)
MCMCRV (class in pytuq.rv.mrv)
md_transform (pytuq.minf.infer.Infer attribute)
mean (pytuq.func.benchNd.MVN attribute)
(pytuq.linred.kle.KLE attribute)
(pytuq.linred.linred.LinRed attribute)
,
[1]
(pytuq.linred.svd.SVD attribute)
(pytuq.minf.priors.Prior attribute)
,
[1]
(pytuq.minf.priors.Prior_normal attribute)
(pytuq.rv.pcrv.PCRV_mvn attribute)
mean_fixed (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
means (pytuq.rv.mrv.GMM attribute)
,
[1]
merr_method (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
method (pytuq.lreg.anl.anl attribute)
,
[1]
(pytuq.optim.sciwrap.ScipyWrapper attribute)
MFVI (class in pytuq.minf.vi)
MGS (class in pytuq.ftools.orf)
mgs (pytuq.ftools.orf.HMAT attribute)
,
[1]
(pytuq.ftools.orf.MMGS attribute)
MGSV (class in pytuq.ftools.orf)
mi_addfront() (in module pytuq.utils.mindex)
mi_addfront_cons() (in module pytuq.utils.mindex)
micf_join() (in module pytuq.utils.mindex)
MieleCantrell (class in pytuq.func.bench)
mindex (pytuq.func.poly.PolyBase attribute)
,
[1]
(pytuq.surrogates.pce.PCE attribute)
,
[1]
mindices (pytuq.rv.pcrv.PCRV attribute)
minimize() (pytuq.func.func.Function method)
Mishra03 (class in pytuq.func.bench2d)
Mishra04 (class in pytuq.func.bench2d)
Mishra05 (class in pytuq.func.bench2d)
Mishra06 (class in pytuq.func.bench2d)
Mishra07 (class in pytuq.func.benchNd)
Mixture (class in pytuq.rv.mrv)
MMGS (class in pytuq.ftools.orf)
Moat (class in pytuq.gsa.gsa)
model (pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.minf.infer.Infer attribute)
(pytuq.minf.vi.MFVI attribute)
model_infer() (in module pytuq.minf.minf)
model_infer_postp() (in module pytuq.minf.minf)
model_is_set (pytuq.minf.infer.Infer attribute)
model_params (pytuq.minf.infer.Infer attribute)
model_sens() (in module pytuq.gsa.gsa)
modelinput_is_set (pytuq.minf.infer.Infer attribute)
modeloutput_is_set (pytuq.minf.infer.Infer attribute)
modelpar (pytuq.func.func.ModelWrapperFcn attribute)
ModelWrapperFcn (class in pytuq.func.func)
modes (pytuq.linred.kle.KLE attribute)
(pytuq.linred.linred.LinRed attribute)
,
[1]
(pytuq.linred.svd.SVD attribute)
modes_clip() (pytuq.linred.linred.LinRed method)
modified (pytuq.ftools.orf.MGS attribute)
module
pytuq
pytuq.fit
pytuq.fit.fit
pytuq.fit.gp
pytuq.ftools
pytuq.ftools.integr
pytuq.ftools.orf
pytuq.func
pytuq.func.bench
pytuq.func.bench1d
pytuq.func.bench2d
pytuq.func.benchNd
pytuq.func.chem
pytuq.func.func
pytuq.func.genz
pytuq.func.oper
pytuq.func.poly
pytuq.func.toy
pytuq.gsa
pytuq.gsa.gsa
pytuq.linred
pytuq.linred.kle
pytuq.linred.klnn
pytuq.linred.klsurr
pytuq.linred.linred
pytuq.linred.svd
pytuq.lreg
pytuq.lreg.anl
pytuq.lreg.bcs
pytuq.lreg.lreg
pytuq.lreg.merr
pytuq.lreg.opt
pytuq.minf
pytuq.minf.calib
pytuq.minf.infer
pytuq.minf.likelihoods
pytuq.minf.mcmc
pytuq.minf.minf
pytuq.minf.priors
pytuq.minf.vi
pytuq.optim
pytuq.optim.gd
pytuq.optim.optim
pytuq.optim.pso
pytuq.optim.sciwrap
pytuq.rv
pytuq.rv.mrv
pytuq.rv.pcrv
pytuq.rv.rosen
pytuq.surrogates
pytuq.surrogates.nn
pytuq.surrogates.pce
pytuq.utils
pytuq.utils.decors
pytuq.utils.funcbank
pytuq.utils.maps
pytuq.utils.metrics
pytuq.utils.mindex
pytuq.utils.plotting
pytuq.utils.stats
pytuq.utils.uqtk_utils
pytuq.utils.xutils
pytuq.workflows
pytuq.workflows.fits
pytuq.workflows.uprop
Mon (class in pytuq.func.poly)
MRV (class in pytuq.rv.mrv)
mu (pytuq.rv.mrv.Lognormal_1d attribute)
,
[1]
(pytuq.rv.mrv.Normal_1d attribute)
,
[1]
MullerBrown (class in pytuq.func.chem)
MultFcn (class in pytuq.func.func)
multiplicative (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
MVN (class in pytuq.func.benchNd)
myrc() (in module pytuq.utils.plotting)
N
n (pytuq.func.chem.LennardJones attribute)
n_layers (pytuq.surrogates.nn.NN attribute)
,
[1]
n_nodes (pytuq.surrogates.nn.NN attribute)
,
[1]
name (pytuq.func.bench.Ishigami attribute)
(pytuq.func.bench1d.TFData attribute)
(pytuq.func.bench2d.Branin attribute)
(pytuq.func.bench2d.Franke attribute)
(pytuq.func.bench2d.Quadratic2d attribute)
(pytuq.func.benchNd.MVN attribute)
(pytuq.func.benchNd.NegAlpineN2 attribute)
(pytuq.func.benchNd.Sobol attribute)
(pytuq.func.benchNd.SumSquares attribute)
(pytuq.func.chem.LennardJones attribute)
(pytuq.func.chem.MullerBrown attribute)
(pytuq.func.func.AddFcn attribute)
,
[1]
(pytuq.func.func.DivFcn attribute)
,
[1]
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.func.func.MultFcn attribute)
,
[1]
(pytuq.func.func.PowFcn attribute)
,
[1]
(pytuq.func.func.SubFcn attribute)
,
[1]
(pytuq.func.genz.GenzBase attribute)
(pytuq.func.oper.CartesProdFcn attribute)
(pytuq.func.oper.ComposeFcn attribute)
(pytuq.func.oper.GradFcn attribute)
(pytuq.func.oper.LinTransformFcn attribute)
(pytuq.func.oper.PickDim attribute)
(pytuq.func.oper.ShiftFcn attribute)
(pytuq.func.oper.SliceFcn attribute)
(pytuq.func.poly.PolyBase attribute)
,
[1]
(pytuq.func.toy.Constant attribute)
(pytuq.func.toy.Exp attribute)
(pytuq.func.toy.Identity attribute)
(pytuq.func.toy.Log attribute)
(pytuq.func.toy.Quad attribute)
(pytuq.func.toy.Quad2d attribute)
nbas (pytuq.fit.gp.gp attribute)
,
[1]
nbases (pytuq.func.poly.PolyBase attribute)
,
[1]
ndata (pytuq.minf.infer.Infer attribute)
ndim (pytuq.func.func.ModelWrapperFcn attribute)
(pytuq.linred.klsurr.KLSurr attribute)
,
[1]
neachs (pytuq.minf.infer.Infer attribute)
NegAlpineN2 (class in pytuq.func.benchNd)
neglogmarglik() (pytuq.fit.gp.gp method)
neig (pytuq.linred.klsurr.KLSurr attribute)
,
[1]
NewFunction03 (class in pytuq.func.bench2d)
nlev (pytuq.gsa.gsa.Moat attribute)
,
[1]
nmc (pytuq.minf.vi.MFVI attribute)
nmcmc (pytuq.rv.mrv.MCMCRV attribute)
,
[1]
NN (class in pytuq.surrogates.nn)
nn_vi() (pytuq.surrogates.nn.NN method)
nnet (pytuq.surrogates.nn.NN attribute)
,
[1]
nom (pytuq.func.oper.SliceFcn attribute)
,
[1]
norm_rmse() (in module pytuq.utils.metrics)
Normal_1d (class in pytuq.rv.mrv)
Normalizer (class in pytuq.utils.maps)
normsq() (pytuq.rv.pcrv.PC1d method)
npt (pytuq.ftools.orf.GLMAP attribute)
,
[1]
nqd (pytuq.minf.infer.Infer attribute)
nsam (pytuq.gsa.gsa.Linreg attribute)
(pytuq.gsa.gsa.Moat attribute)
(pytuq.gsa.gsa.PCSobol attribute)
(pytuq.gsa.gsa.SamSobol attribute)
nugget (pytuq.fit.gp.gp attribute)
,
[1]
O
Objective (pytuq.optim.optim.OptBase attribute)
ObjectiveGrad (pytuq.optim.optim.OptBase attribute)
ObjectiveHess (pytuq.optim.optim.OptBase attribute)
ObjectiveInfo (pytuq.optim.optim.OptBase attribute)
opt (class in pytuq.lreg.opt)
opt_method (pytuq.lreg.merr.lreg_merr attribute)
,
[1]
OptBase (class in pytuq.optim.optim)
optimize_eta() (pytuq.surrogates.pce.PCE method)
options (pytuq.optim.sciwrap.ScipyWrapper attribute)
(pytuq.surrogates.nn.NN attribute)
,
[1]
options_valid (pytuq.surrogates.nn.NN attribute)
order (pytuq.gsa.gsa.PCSobol attribute)
,
[1]
(pytuq.surrogates.pce.PCE attribute)
,
[1]
ortho() (pytuq.ftools.orf.MGS method)
(pytuq.ftools.orf.MMGS method)
(pytuq.ftools.orf.QR method)
ortho_check() (pytuq.ftools.orf.MGS method)
(pytuq.ftools.orf.MMGS method)
(pytuq.ftools.orf.QR method)
ortho_check_phi() (pytuq.ftools.orf.MGS method)
(pytuq.ftools.orf.MMGS method)
(pytuq.ftools.orf.QR method)
outdim (pytuq.func.bench.Colville attribute)
(pytuq.func.bench.Dolan attribute)
(pytuq.func.bench.Friedman attribute)
(pytuq.func.bench.GramacyLee attribute)
(pytuq.func.bench.Ishigami attribute)
(pytuq.func.bench.MieleCantrell attribute)
(pytuq.func.bench.Powell attribute)
(pytuq.func.bench.Wolfe attribute)
(pytuq.func.bench1d.CosineSum attribute)
(pytuq.func.bench1d.CosineSum2 attribute)
(pytuq.func.bench1d.DampedCosine attribute)
(pytuq.func.bench1d.Forrester attribute)
(pytuq.func.bench1d.GramacyLee2 attribute)
(pytuq.func.bench1d.Higdon attribute)
(pytuq.func.bench1d.Holsclaw attribute)
(pytuq.func.bench1d.LinxSin attribute)
(pytuq.func.bench1d.QuadxExp attribute)
(pytuq.func.bench1d.SineLogSum attribute)
(pytuq.func.bench1d.SineSum attribute)
(pytuq.func.bench1d.SineSum2 attribute)
(pytuq.func.bench1d.Sinex attribute)
(pytuq.func.bench1d.SinexExp attribute)
(pytuq.func.bench1d.Sinusoidal attribute)
(pytuq.func.bench1d.TFData attribute)
(pytuq.func.bench2d.Adjiman attribute)
(pytuq.func.bench2d.BartelsConn attribute)
(pytuq.func.bench2d.Bird attribute)
(pytuq.func.bench2d.Branin attribute)
(pytuq.func.bench2d.Branin01 attribute)
(pytuq.func.bench2d.Branin02 attribute)
(pytuq.func.bench2d.Brent attribute)
(pytuq.func.bench2d.Bukin02 attribute)
(pytuq.func.bench2d.Bukin04 attribute)
(pytuq.func.bench2d.Bukin6 attribute)
(pytuq.func.bench2d.CarromTable attribute)
(pytuq.func.bench2d.ChengSandu attribute)
(pytuq.func.bench2d.Chichinadze attribute)
(pytuq.func.bench2d.CrossInTray attribute)
(pytuq.func.bench2d.Damavandi attribute)
(pytuq.func.bench2d.DeckkersAarts attribute)
(pytuq.func.bench2d.DropWave attribute)
(pytuq.func.bench2d.EggCrate attribute)
(pytuq.func.bench2d.EggHolder attribute)
(pytuq.func.bench2d.ElAttarVidyasagarDutta attribute)
(pytuq.func.bench2d.Franke attribute)
(pytuq.func.bench2d.FreudensteinRoth attribute)
(pytuq.func.bench2d.GoldsteinPrice attribute)
(pytuq.func.bench2d.HimmelBlau attribute)
(pytuq.func.bench2d.Hosaki attribute)
(pytuq.func.bench2d.Keane attribute)
(pytuq.func.bench2d.Leon attribute)
(pytuq.func.bench2d.Levy13 attribute)
(pytuq.func.bench2d.Lim attribute)
(pytuq.func.bench2d.Matyas attribute)
(pytuq.func.bench2d.McCormick attribute)
(pytuq.func.bench2d.Mishra03 attribute)
(pytuq.func.bench2d.Mishra04 attribute)
(pytuq.func.bench2d.Mishra05 attribute)
(pytuq.func.bench2d.Mishra06 attribute)
(pytuq.func.bench2d.NewFunction03 attribute)
(pytuq.func.bench2d.Parsopoulos attribute)
(pytuq.func.bench2d.Price01 attribute)
(pytuq.func.bench2d.Price02 attribute)
(pytuq.func.bench2d.Price03 attribute)
(pytuq.func.bench2d.Price04 attribute)
(pytuq.func.bench2d.Quadratic attribute)
(pytuq.func.bench2d.Quadratic2d attribute)
(pytuq.func.bench2d.RosenbrockModified attribute)
(pytuq.func.bench2d.RotatedEllipse01 attribute)
(pytuq.func.bench2d.RotatedEllipse02 attribute)
(pytuq.func.bench2d.Schaffer01 attribute)
(pytuq.func.bench2d.Schaffer02 attribute)
(pytuq.func.bench2d.Schaffer04 attribute)
(pytuq.func.bench2d.Schwefel36 attribute)
(pytuq.func.bench2d.SixHumpCamel attribute)
(pytuq.func.bench2d.ThreeHumpCamel attribute)
(pytuq.func.bench2d.Treccani attribute)
(pytuq.func.bench2d.Trefethen attribute)
(pytuq.func.bench2d.Ursem01 attribute)
(pytuq.func.bench2d.Ursem03 attribute)
(pytuq.func.bench2d.Ursem04 attribute)
(pytuq.func.bench2d.UrsemWaves attribute)
(pytuq.func.bench2d.VenterSobiezcczanskiSobieski attribute)
(pytuq.func.bench2d.WayburnSeader01 attribute)
(pytuq.func.bench2d.WayburnSeader02 attribute)
(pytuq.func.bench2d.Zettl attribute)
(pytuq.func.bench2d.Zirilli attribute)
(pytuq.func.benchNd.Ackley attribute)
(pytuq.func.benchNd.Alpine01 attribute)
(pytuq.func.benchNd.Alpine02 attribute)
(pytuq.func.benchNd.AMGM attribute)
(pytuq.func.benchNd.Bohachevsky attribute)
(pytuq.func.benchNd.Cigar attribute)
(pytuq.func.benchNd.CosineMixture attribute)
(pytuq.func.benchNd.Griewank attribute)
(pytuq.func.benchNd.Mishra07 attribute)
(pytuq.func.benchNd.MVN attribute)
(pytuq.func.benchNd.NegAlpineN2 attribute)
(pytuq.func.benchNd.Sobol attribute)
(pytuq.func.benchNd.SumSquares attribute)
(pytuq.func.chem.LennardJones attribute)
(pytuq.func.chem.MullerBrown attribute)
(pytuq.func.func.AddFcn attribute)
,
[1]
(pytuq.func.func.DivFcn attribute)
,
[1]
(pytuq.func.func.Function attribute)
,
[1]
(pytuq.func.func.ModelWrapperFcn attribute)
,
[1]
(pytuq.func.func.MultFcn attribute)
,
[1]
(pytuq.func.func.PowFcn attribute)
,
[1]
(pytuq.func.func.SubFcn attribute)
,
[1]
(pytuq.func.genz.GenzBase attribute)
(pytuq.func.oper.CartesProdFcn attribute)
,
[1]
(pytuq.func.oper.ComposeFcn attribute)
,
[1]
(pytuq.func.oper.GradFcn attribute)
,
[1]
(pytuq.func.oper.LinTransformFcn attribute)
,
[1]
(pytuq.func.oper.PickDim attribute)
,
[1]
(pytuq.func.oper.ShiftFcn attribute)
,
[1]
(pytuq.func.oper.SliceFcn attribute)
,
[1]
(pytuq.func.poly.PolyBase attribute)
,
[1]
(pytuq.func.toy.Constant attribute)
(pytuq.func.toy.Exp attribute)
(pytuq.func.toy.Identity attribute)
(pytuq.func.toy.Log attribute)
(pytuq.func.toy.Quad attribute)
(pytuq.func.toy.Quad2d attribute)
(pytuq.surrogates.pce.PCE attribute)
,
[1]
outord (pytuq.minf.infer.Infer attribute)
P
p0 (pytuq.rv.pcrv.PC1d attribute)
p1 (pytuq.rv.pcrv.PC1d attribute)
parallel_coordinates() (in module pytuq.utils.plotting)
param_ini (pytuq.rv.mrv.MCMCRV attribute)
params (pytuq.rv.mrv.Lognormal_1d attribute)
(pytuq.rv.mrv.Normal_1d attribute)
(pytuq.rv.mrv.Pareto_1d attribute)
(pytuq.rv.mrv.Weibull_1d attribute)
Pareto_1d (class in pytuq.rv.mrv)
Parr (pytuq.ftools.orf.MMGS attribute)
Parsopoulos (class in pytuq.func.bench2d)
PC1d (class in pytuq.rv.pcrv)
PC1ds (pytuq.rv.pcrv.PCRV attribute)
,
[1]
pc_fit() (in module pytuq.workflows.fits)
pc_ros() (in module pytuq.workflows.fits)
pc_type (pytuq.minf.infer.Infer attribute)
PCE (class in pytuq.surrogates.pce)
pce_eval() (in module pytuq.utils.uqtk_utils)
pce_sens() (in module pytuq.utils.uqtk_utils)
pcflat (pytuq.minf.infer.Infer attribute)
PCRV (class in pytuq.rv.pcrv)
pcrv (pytuq.gsa.gsa.PCSobol attribute)
(pytuq.surrogates.pce.PCE attribute)
,
[1]
PCRV_iid (class in pytuq.rv.pcrv)
PCRV_mvn (class in pytuq.rv.pcrv)
PCSobol (class in pytuq.gsa.gsa)
pctype (pytuq.gsa.gsa.PCSobol attribute)
,
[1]
(pytuq.rv.pcrv.PC1d attribute)
,
[1]
(pytuq.surrogates.pce.PCE attribute)
,
[1]
pctypes (pytuq.rv.pcrv.PCRV attribute)
pdf() (pytuq.rv.mrv.GMM method)
(pytuq.rv.mrv.Inverse method)
(pytuq.rv.mrv.Lognormal_1d method)
(pytuq.rv.mrv.MCMCRV method)
(pytuq.rv.mrv.Mixture method)
(pytuq.rv.mrv.MRV method)
(pytuq.rv.mrv.Normal_1d method)
(pytuq.rv.mrv.Pareto_1d method)
(pytuq.rv.mrv.Weibull_1d method)
(pytuq.rv.pcrv.PCRV_mvn method)
pdf_unscaled() (pytuq.rv.mrv.MCMCRV method)
pdim (pytuq.func.oper.PickDim attribute)
,
[1]
(pytuq.minf.vi.MFVI attribute)
(pytuq.rv.mrv.MRV attribute)
,
[1]
phi (pytuq.ftools.orf.MGS attribute)
,
[1]
(pytuq.ftools.orf.MMGS attribute)
(pytuq.ftools.orf.QR attribute)
,
[1]
phi_ (pytuq.ftools.orf.MMGS attribute)
,
[1]
phia (pytuq.ftools.orf.MMGS attribute)
pick_basis() (in module pytuq.utils.xutils)
PickDim (class in pytuq.func.oper)
pind (pytuq.rv.pcrv.PCRV attribute)
plot_1d() (in module pytuq.utils.plotting)
(pytuq.func.func.Function method)
plot_1d_anchored() (in module pytuq.utils.plotting)
plot_1d_anchored_single() (in module pytuq.utils.plotting)
plot_1d_data() (in module pytuq.minf.minf)
plot_1d_samples() (in module pytuq.minf.minf)
plot_1dfit() (in module pytuq.minf.minf)
plot_1dfit_shade() (in module pytuq.minf.minf)
plot_1dfit_vars() (in module pytuq.minf.minf)
plot_2d() (in module pytuq.utils.plotting)
(pytuq.func.func.Function method)
plot_2d_anchored() (in module pytuq.utils.plotting)
plot_2d_anchored_single() (in module pytuq.utils.plotting)
plot_all() (pytuq.linred.linred.LinRed method)
plot_cov() (in module pytuq.utils.plotting)
plot_cov_tri() (in module pytuq.utils.plotting)
plot_dm() (in module pytuq.utils.plotting)
plot_eig() (pytuq.linred.linred.LinRed method)
plot_ens() (in module pytuq.utils.plotting)
plot_expvar() (pytuq.linred.linred.LinRed method)
plot_fcn_1d_slice() (in module pytuq.utils.plotting)
plot_fcn_2d_slice() (in module pytuq.utils.plotting)
plot_joy() (in module pytuq.utils.plotting)
plot_jsens() (in module pytuq.utils.plotting)
plot_modes() (pytuq.linred.linred.LinRed method)
plot_ndfit_vars() (in module pytuq.minf.minf)
plot_parity() (in module pytuq.utils.plotting)
plot_parity_xi() (pytuq.linred.klnn.KLNN method)
(pytuq.linred.klsurr.KLSurr method)
plot_parpdf() (pytuq.minf.vi.MFVI method)
plot_pdf1d() (in module pytuq.utils.plotting)
plot_pdf2d() (in module pytuq.utils.plotting)
plot_pdfs() (in module pytuq.utils.plotting)
plot_samples_pdfs() (in module pytuq.utils.plotting)
plot_sens() (in module pytuq.utils.plotting)
plot_sensmat() (in module pytuq.utils.plotting)
plot_shade() (in module pytuq.utils.plotting)
plot_tri() (in module pytuq.utils.plotting)
plot_uc_exact() (in module pytuq.utils.plotting)
plot_uc_sample() (in module pytuq.utils.plotting)
plot_vars() (in module pytuq.utils.plotting)
plot_xrv() (in module pytuq.utils.plotting)
plot_yx() (in module pytuq.utils.plotting)
Pmat (pytuq.ftools.orf.MGS attribute)
(pytuq.ftools.orf.MMGS attribute)
(pytuq.ftools.orf.QR attribute)
PolyBase (class in pytuq.func.poly)
postInfo (pytuq.minf.calib.MCMCBase attribute)
Powell (class in pytuq.func.bench)
power (pytuq.func.func.PowFcn attribute)
PowFcn (class in pytuq.func.func)
predict() (pytuq.fit.fit.fitbase method)
(pytuq.fit.gp.gp method)
(pytuq.lreg.lreg.lreg method)
predict_plot() (pytuq.lreg.lreg.lreg method)
predict_samples() (pytuq.lreg.lreg.lreg method)
predict_wstd() (pytuq.fit.fit.fitbase method)
predicta() (pytuq.lreg.lreg.lreg method)
predicta_samples() (pytuq.lreg.lreg.lreg method)
Price01 (class in pytuq.func.bench2d)
Price02 (class in pytuq.func.bench2d)
Price03 (class in pytuq.func.bench2d)
Price04 (class in pytuq.func.bench2d)
print_coefs() (pytuq.lreg.lreg.lreg method)
printInfo() (pytuq.rv.pcrv.PCRV method)
Prior (class in pytuq.minf.priors)
(pytuq.minf.infer.Infer attribute)
prior_invcov (pytuq.fit.gp.gp attribute)
,
[1]
prior_is_set (pytuq.minf.infer.Infer attribute)
,
[1]
prior_mean (pytuq.fit.gp.gp attribute)
,
[1]
Prior_normal (class in pytuq.minf.priors)
Prior_uniform (class in pytuq.minf.priors)
prior_var (pytuq.lreg.anl.anl attribute)
,
[1]
priors (pytuq.minf.vi.MFVI attribute)
prodabs() (in module pytuq.utils.funcbank)
project() (in module pytuq.utils.xutils)
(pytuq.linred.kle.KLE method)
(pytuq.linred.linred.LinRed method)
propcov (pytuq.minf.mcmc.AMCMC attribute)
prtype (pytuq.minf.priors.Prior attribute)
,
[1]
(pytuq.minf.priors.Prior_normal attribute)
(pytuq.minf.priors.Prior_uniform attribute)
psi (pytuq.ftools.orf.MGS attribute)
,
[1]
PSO (class in pytuq.optim.pso)
pytuq
module
pytuq.fit
module
pytuq.fit.fit
module
pytuq.fit.gp
module
pytuq.ftools
module
pytuq.ftools.integr
module
pytuq.ftools.orf
module
pytuq.func
module
pytuq.func.bench
module
pytuq.func.bench1d
module
pytuq.func.bench2d
module
pytuq.func.benchNd
module
pytuq.func.chem
module
pytuq.func.func
module
pytuq.func.genz
module
pytuq.func.oper
module
pytuq.func.poly
module
pytuq.func.toy
module
pytuq.gsa
module
pytuq.gsa.gsa
module
pytuq.linred
module
pytuq.linred.kle
module
pytuq.linred.klnn
module
pytuq.linred.klsurr
module
pytuq.linred.linred
module
pytuq.linred.svd
module
pytuq.lreg
module
pytuq.lreg.anl
module
pytuq.lreg.bcs
module
pytuq.lreg.lreg
module
pytuq.lreg.merr
module
pytuq.lreg.opt
module
pytuq.minf
module
pytuq.minf.calib
module
pytuq.minf.infer
module
pytuq.minf.likelihoods
module
pytuq.minf.mcmc
module
pytuq.minf.minf
module
pytuq.minf.priors
module
pytuq.minf.vi
module
pytuq.optim
module
pytuq.optim.gd
module
pytuq.optim.optim
module
pytuq.optim.pso
module
pytuq.optim.sciwrap
module
pytuq.rv
module
pytuq.rv.mrv
module
pytuq.rv.pcrv
module
pytuq.rv.rosen
module
pytuq.surrogates
module
pytuq.surrogates.nn
module
pytuq.surrogates.pce
module
pytuq.utils
module
pytuq.utils.decors
module
pytuq.utils.funcbank
module
pytuq.utils.maps
module
pytuq.utils.metrics
module
pytuq.utils.mindex
module
pytuq.utils.plotting
module
pytuq.utils.stats
module
pytuq.utils.uqtk_utils
module
pytuq.utils.xutils
module
pytuq.workflows
module
pytuq.workflows.fits
module
pytuq.workflows.uprop
module
Q
QR (class in pytuq.ftools.orf)
Quad (class in pytuq.func.toy)
quad() (pytuq.rv.pcrv.PC1d method)
Quad2d (class in pytuq.func.toy)
quadGerm() (pytuq.rv.pcrv.PCRV method)
Quadratic (class in pytuq.func.bench2d)
Quadratic2d (class in pytuq.func.bench2d)
QuadxExp (class in pytuq.func.bench1d)
R
r0 (pytuq.func.chem.LennardJones attribute)
r_ (pytuq.func.bench2d.Branin attribute)
read_options_from_file() (pytuq.surrogates.nn.NN method)
read_textlist() (in module pytuq.utils.xutils)
regression_method (pytuq.surrogates.pce.PCE attribute)
,
[1]
rel_l2() (in module pytuq.utils.metrics)
rel_rmse() (in module pytuq.utils.metrics)
reparam (pytuq.minf.vi.MFVI attribute)
repeat() (in module pytuq.utils.decors)
repl (pytuq.gsa.gsa.Moat attribute)
residual() (pytuq.rv.rosen.Rosenblatt method)
rmse() (in module pytuq.utils.metrics)
rndind (pytuq.rv.pcrv.PCRV attribute)
Rosenblatt (class in pytuq.rv.rosen)
RosenbrockModified (class in pytuq.func.bench2d)
RotatedEllipse01 (class in pytuq.func.bench2d)
RotatedEllipse02 (class in pytuq.func.bench2d)
run() (pytuq.minf.calib.MCMCBase method)
(pytuq.optim.optim.OptBase method)
(pytuq.optim.pso.PSO method)
(pytuq.optim.sciwrap.ScipyWrapper method)
rv (pytuq.rv.mrv.Inverse attribute)
,
[1]
rv_list (pytuq.rv.mrv.Mixture attribute)
,
[1]
S
s_ (pytuq.func.bench2d.Branin attribute)
safe_cholesky() (in module pytuq.utils.xutils)
sample (pytuq.rv.pcrv.PC1d attribute)
sample() (pytuq.gsa.gsa.Linreg method)
(pytuq.gsa.gsa.Moat method)
(pytuq.gsa.gsa.PCSobol method)
(pytuq.gsa.gsa.SamSobol method)
(pytuq.gsa.gsa.SensMethod method)
(pytuq.rv.mrv.GMM method)
(pytuq.rv.mrv.Inverse method)
(pytuq.rv.mrv.Lognormal_1d method)
(pytuq.rv.mrv.MCMCRV method)
(pytuq.rv.mrv.Mixture method)
(pytuq.rv.mrv.MRV method)
(pytuq.rv.mrv.Normal_1d method)
(pytuq.rv.mrv.Pareto_1d method)
(pytuq.rv.mrv.Weibull_1d method)
(pytuq.rv.pcrv.PCRV method)
sample_indomain() (pytuq.rv.mrv.MRV method)
sample_posterior() (pytuq.minf.vi.MFVI method)
sample_sphere() (in module pytuq.utils.xutils)
sample_uniform() (pytuq.func.func.Function method)
sampleGerm() (pytuq.rv.pcrv.PCRV method)
sampler() (pytuq.minf.calib.MCMCBase method)
(pytuq.minf.mcmc.AMCMC method)
(pytuq.minf.mcmc.HMC method)
(pytuq.minf.mcmc.MALA method)
SamSobol (class in pytuq.gsa.gsa)
savepk() (in module pytuq.utils.xutils)
saveplot() (in module pytuq.utils.plotting)
scale (pytuq.func.oper.LinTransformFcn attribute)
,
[1]
(pytuq.utils.maps.LinearScaler attribute)
scale01ToDom() (in module pytuq.utils.maps)
scaleDomTo01() (in module pytuq.utils.maps)
scaleTo01() (in module pytuq.utils.maps)
Schaffer01 (class in pytuq.func.bench2d)
Schaffer02 (class in pytuq.func.bench2d)
Schaffer04 (class in pytuq.func.bench2d)
Schwefel36 (class in pytuq.func.bench2d)
ScipyWrapper (class in pytuq.optim.sciwrap)
sdim (pytuq.rv.pcrv.PCRV attribute)
(pytuq.surrogates.pce.PCE attribute)
,
[1]
sens (pytuq.gsa.gsa.Linreg attribute)
(pytuq.gsa.gsa.Moat attribute)
(pytuq.gsa.gsa.PCSobol attribute)
(pytuq.gsa.gsa.SamSobol attribute)
(pytuq.gsa.gsa.SensMethod attribute)
,
[1]
sens_names (pytuq.gsa.gsa.Linreg attribute)
,
[1]
(pytuq.gsa.gsa.Moat attribute)
,
[1]
(pytuq.gsa.gsa.PCSobol attribute)
,
[1]
(pytuq.gsa.gsa.SamSobol attribute)
,
[1]
(pytuq.gsa.gsa.SensMethod attribute)
,
[1]
SensMethod (class in pytuq.gsa.gsa)
set_colors() (in module pytuq.utils.plotting)
set_kernel() (pytuq.fit.gp.gp method)
set_prior() (pytuq.fit.gp.gp method)
set_training_data() (pytuq.surrogates.nn.NN method)
(pytuq.surrogates.pce.PCE method)
set_validation_data() (pytuq.surrogates.nn.NN method)
setBasisEvaluator() (pytuq.fit.gp.gp method)
(pytuq.lreg.lreg.lreg method)
setCall() (pytuq.func.func.Function method)
setCfs() (pytuq.rv.pcrv.PCRV method)
setChain() (pytuq.minf.infer.Infer method)
setData() (pytuq.minf.infer.Infer method)
setDataVar() (pytuq.minf.infer.Infer method)
setDim() (pytuq.linred.klsurr.KLSurr method)
setDimDom() (pytuq.func.func.Function method)
setFunction() (pytuq.linred.klsurr.KLSurr method)
(pytuq.rv.pcrv.PCRV method)
setLikelihood() (pytuq.minf.infer.Infer method)
setLogPost() (pytuq.minf.calib.MCMCBase method)
setMi() (pytuq.rv.pcrv.PCRV method)
setMiCfs() (pytuq.rv.pcrv.PCRV method)
setModel() (pytuq.minf.infer.Infer method)
setModelRVinput() (pytuq.minf.infer.Infer method)
setModelRVoutput() (pytuq.minf.infer.Infer method)
setObjective() (pytuq.optim.optim.OptBase method)
setPrior() (pytuq.minf.infer.Infer method)
setRandomCfs() (pytuq.rv.pcrv.PCRV method)
SGD (class in pytuq.optim.gd)
shift (pytuq.func.genz.GenzOscillatory attribute)
(pytuq.func.genz.GenzQuadOscillatory attribute)
(pytuq.func.genz.GenzSum attribute)
(pytuq.func.oper.LinTransformFcn attribute)
,
[1]
(pytuq.func.oper.ShiftFcn attribute)
,
[1]
(pytuq.utils.maps.LinearScaler attribute)
ShiftFcn (class in pytuq.func.oper)
show_start_end() (in module pytuq.utils.decors)
sigma (pytuq.rv.mrv.Lognormal_1d attribute)
,
[1]
(pytuq.rv.mrv.Normal_1d attribute)
,
[1]
sigma2 (pytuq.fit.gp.gp attribute)
,
[1]
sigma_exp() (pytuq.minf.vi.MFVI method)
sigma_idt() (pytuq.minf.vi.MFVI method)
sigma_logexp() (pytuq.minf.vi.MFVI method)
sigmas (pytuq.rv.rosen.Rosenblatt attribute)
sin4() (in module pytuq.utils.funcbank)
SineLogSum (class in pytuq.func.bench1d)
SineSum (class in pytuq.func.bench1d)
SineSum2 (class in pytuq.func.bench1d)
Sinex (class in pytuq.func.bench1d)
SinexExp (class in pytuq.func.bench1d)
sinsum() (in module pytuq.utils.funcbank)
Sinusoidal (class in pytuq.func.bench1d)
SixHumpCamel (class in pytuq.func.bench2d)
size_checks() (pytuq.rv.mrv.GMM method)
slice_1d() (pytuq.rv.pcrv.PCRV method)
SliceFcn (class in pytuq.func.oper)
slicePC() (pytuq.rv.pcrv.PCRV method)
Smat (pytuq.ftools.orf.MGSV attribute)
,
[1]
smodel (pytuq.linred.klsurr.KLSurr attribute)
,
[1]
Sobol (class in pytuq.func.benchNd)
standardize() (in module pytuq.utils.maps)
Standardizer (class in pytuq.utils.maps)
step_size (pytuq.optim.gd.GD attribute)
(pytuq.optim.gd.SGD attribute)
stepper() (pytuq.optim.gd.Adam method)
(pytuq.optim.gd.GD method)
(pytuq.optim.gd.SGD method)
(pytuq.optim.optim.OptBase method)
store_history() (pytuq.optim.sciwrap.ScipyWrapper method)
strarr() (in module pytuq.utils.xutils)
SubFcn (class in pytuq.func.func)
SumSquares (class in pytuq.func.benchNd)
SVD (class in pytuq.linred.svd)
T
t (pytuq.optim.gd.Adam attribute)
t0 (pytuq.minf.mcmc.AMCMC attribute)
,
[1]
t_ (pytuq.func.bench2d.Branin attribute)
tadapt (pytuq.minf.mcmc.AMCMC attribute)
,
[1]
TFData (class in pytuq.func.bench1d)
ThreeHumpCamel (class in pytuq.func.bench2d)
tht (pytuq.ftools.orf.MGS attribute)
,
[1]
(pytuq.ftools.orf.QR attribute)
,
[1]
thta (pytuq.ftools.orf.MMGS attribute)
timer() (in module pytuq.utils.decors)
Treccani (class in pytuq.func.bench2d)
Trefethen (class in pytuq.func.bench2d)
type (pytuq.surrogates.nn.NN attribute)
U
update_options() (pytuq.surrogates.nn.NN method)
uprop_proj() (in module pytuq.workflows.uprop)
uprop_regr() (in module pytuq.workflows.uprop)
uqnet (pytuq.surrogates.nn.NN attribute)
,
[1]
Ursem01 (class in pytuq.func.bench2d)
Ursem03 (class in pytuq.func.bench2d)
Ursem04 (class in pytuq.func.bench2d)
UrsemWaves (class in pytuq.func.bench2d)
used (pytuq.lreg.anl.anl attribute)
(pytuq.lreg.bcs.bcs attribute)
,
[1]
(pytuq.lreg.lreg.lreg attribute)
,
[1]
(pytuq.lreg.lreg.lsq attribute)
V
V (pytuq.ftools.orf.MGS attribute)
v (pytuq.optim.gd.Adam attribute)
var (pytuq.minf.priors.Prior_normal attribute)
,
[1]
VenterSobiezcczanskiSobieski (class in pytuq.func.bench2d)
verbose (pytuq.ftools.orf.HMAT attribute)
,
[1]
(pytuq.ftools.orf.MGSV attribute)
(pytuq.minf.infer.Infer attribute)
,
[1]
(pytuq.surrogates.pce.PCE attribute)
volume_indomain() (pytuq.rv.mrv.MRV method)
Vstinv (pytuq.fit.gp.gp attribute)
W
w0 (pytuq.func.bench1d.TFData attribute)
WayburnSeader01 (class in pytuq.func.bench2d)
WayburnSeader02 (class in pytuq.func.bench2d)
Weibull_1d (class in pytuq.rv.mrv)
weight (pytuq.utils.maps.Affine attribute)
weights (pytuq.func.genz.GenzBase attribute)
,
[1]
(pytuq.func.toy.Exp attribute)
(pytuq.func.toy.Log attribute)
(pytuq.rv.mrv.GMM attribute)
(pytuq.rv.mrv.Mixture attribute)
weights2 (pytuq.linred.kle.KLE attribute)
,
[1]
Wolfe (class in pytuq.func.bench)
X
x (pytuq.ftools.orf.GLMAP attribute)
,
[1]
x0 (pytuq.func.chem.MullerBrown attribute)
x_ (pytuq.fit.gp.gp attribute)
xi (pytuq.linred.kle.KLE attribute)
(pytuq.linred.linred.LinRed attribute)
,
[1]
(pytuq.linred.svd.SVD attribute)
xisurr (pytuq.linred.klsurr.KLSurr attribute)
,
[1]
xitrain_kl (pytuq.linred.klsurr.KLSurr attribute)
xm (pytuq.rv.mrv.Pareto_1d attribute)
XMap (class in pytuq.utils.maps)
xsam (pytuq.gsa.gsa.Linreg attribute)
(pytuq.gsa.gsa.PCSobol attribute)
(pytuq.rv.rosen.Rosenblatt attribute)
,
[1]
Y
y0 (pytuq.func.chem.MullerBrown attribute)
y_ (pytuq.fit.gp.gp attribute)
y_data (pytuq.minf.vi.MFVI attribute)
ydata (pytuq.minf.infer.Infer attribute)
ydata_var (pytuq.minf.infer.Infer attribute)
ytrain_kl (pytuq.linred.klsurr.KLSurr attribute)
ytrain_klsurr (pytuq.linred.klsurr.KLSurr attribute)
Z
Z (pytuq.ftools.orf.MGS attribute)
Zettl (class in pytuq.func.bench2d)
Zirilli (class in pytuq.func.bench2d)