sgGWR
Tutorials:
Let’s start GWR bandwidth calibration with
sgGWR
!
How should we initialize the bandwidth parameter before tuning?
Experimental Features:
MGWR
Adaptive Bandwidth
Package References:
sgGWR package
sgGWR.optimizers package
sgGWR
Index
Index
A
|
B
|
D
|
E
|
G
|
K
|
L
|
M
|
O
|
R
|
S
|
T
|
U
|
Y
A
Adam (class in sgGWR.optimizers)
(class in sgGWR.optimizers.sg)
AICc() (sgGWR.models.GWR_Ridge method)
armijo_cond() (sgGWR.optimizers.sg.SGDarmijo method)
(sgGWR.optimizers.sg_numpy.SGDarmijo method)
(sgGWR.optimizers.SGDarmijo method)
armijo_search() (sgGWR.optimizers.sg.SGDarmijo method)
(sgGWR.optimizers.sg_numpy.SGDarmijo method)
(sgGWR.optimizers.SGDarmijo method)
ASGD (class in sgGWR.optimizers)
(class in sgGWR.optimizers.sg)
(class in sgGWR.optimizers.sg_numpy)
B
backfitting() (sgGWR.models.MGWR method)
batch_step() (sgGWR.optimizers.SVRG method)
(sgGWR.optimizers.vr.SVRG method)
Biweight (class in sgGWR.kernels)
D
dk() (sgGWR.kernels.LinearMultiscale method)
E
Epanechnikov (class in sgGWR.kernels)
Exponential (class in sgGWR.kernels)
G
Gaussian (class in sgGWR.kernels)
get_beta() (sgGWR.models.GWR_Ridge method)
golden_section (class in sgGWR.optimizers)
(class in sgGWR.optimizers.golden)
grad_params_aicc() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
grad_params_loocv() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
(sgGWR.models.ScaGWR method)
grad_penalty_aicc() (sgGWR.models.GWR_Ridge method)
grad_penalty_loocv() (sgGWR.models.GWR_Ridge method)
GWR (class in sgGWR.models)
GWR_Ridge (class in sgGWR.models)
K
k() (sgGWR.kernels.LinearMultiscale method)
KatyushaXs (class in sgGWR.optimizers)
(class in sgGWR.optimizers.vr)
KatyushaXw (class in sgGWR.optimizers)
(class in sgGWR.optimizers.vr)
L
LinearMultiscale (class in sgGWR.kernels)
loocv_GN() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
loocv_loss() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
lr_schedule() (sgGWR.optimizers.ASGD method)
(sgGWR.optimizers.sg.ASGD method)
(sgGWR.optimizers.sg.SGD method)
(sgGWR.optimizers.sg.SGDarmijo method)
(sgGWR.optimizers.sg_numpy.ASGD method)
(sgGWR.optimizers.sg_numpy.SGD method)
(sgGWR.optimizers.sg_numpy.SGDarmijo method)
(sgGWR.optimizers.SGD method)
(sgGWR.optimizers.SGDarmijo method)
M
MGWR (class in sgGWR.models)
module
sgGWR
sgGWR.kernels
sgGWR.models
sgGWR.optimizers
sgGWR.optimizers.existings
sgGWR.optimizers.existings_numpy
sgGWR.optimizers.golden
sgGWR.optimizers.second
sgGWR.optimizers.sg
sgGWR.optimizers.sg_numpy
sgGWR.optimizers.vr
O
optax_optimizer (class in sgGWR.optimizers)
(class in sgGWR.optimizers.existings)
R
run() (sgGWR.optimizers.existings.optax_optimizer method)
(sgGWR.optimizers.existings.scipy_L_BFGS_B method)
(sgGWR.optimizers.existings_numpy.scipy_L_BFGS_B method)
(sgGWR.optimizers.golden.golden_section method)
(sgGWR.optimizers.golden_section method)
(sgGWR.optimizers.optax_optimizer method)
(sgGWR.optimizers.scipy_L_BFGS_B method)
(sgGWR.optimizers.second.SGN method)
(sgGWR.optimizers.sg.SGD method)
(sgGWR.optimizers.sg_numpy.SGD method)
(sgGWR.optimizers.SGD method)
(sgGWR.optimizers.SGN method)
(sgGWR.optimizers.SVRG method)
(sgGWR.optimizers.vr.SVRG method)
S
ScaGWR (class in sgGWR.models)
scipy_L_BFGS_B (class in sgGWR.optimizers)
(class in sgGWR.optimizers.existings)
(class in sgGWR.optimizers.existings_numpy)
set_betas_inner() (sgGWR.models.GWR_Ridge method)
set_params() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
setInferenceStats() (sgGWR.models.GWR_Ridge method)
SGD (class in sgGWR.optimizers)
(class in sgGWR.optimizers.sg)
(class in sgGWR.optimizers.sg_numpy)
SGDarmijo (class in sgGWR.optimizers)
(class in sgGWR.optimizers.sg)
(class in sgGWR.optimizers.sg_numpy)
sgGWR
module
sgGWR.kernels
module
sgGWR.models
module
sgGWR.optimizers
module
sgGWR.optimizers.existings
module
sgGWR.optimizers.existings_numpy
module
sgGWR.optimizers.golden
module
sgGWR.optimizers.second
module
sgGWR.optimizers.sg
module
sgGWR.optimizers.sg_numpy
module
sgGWR.optimizers.vr
module
SGN (class in sgGWR.optimizers)
(class in sgGWR.optimizers.second)
SGN_BFGS (class in sgGWR.optimizers)
(class in sgGWR.optimizers.second)
SGN_LM (class in sgGWR.optimizers)
(class in sgGWR.optimizers.second)
stBiweight (class in sgGWR.kernels)
step() (sgGWR.optimizers.Adam method)
(sgGWR.optimizers.ASGD method)
(sgGWR.optimizers.second.SGN method)
(sgGWR.optimizers.second.SGN_BFGS method)
(sgGWR.optimizers.second.SGN_LM method)
(sgGWR.optimizers.sg.Adam method)
(sgGWR.optimizers.sg.ASGD method)
(sgGWR.optimizers.sg.SGD method)
(sgGWR.optimizers.sg.SGDarmijo method)
(sgGWR.optimizers.sg.Yogi method)
(sgGWR.optimizers.sg_numpy.ASGD method)
(sgGWR.optimizers.sg_numpy.SGD method)
(sgGWR.optimizers.sg_numpy.SGDarmijo method)
(sgGWR.optimizers.SGD method)
(sgGWR.optimizers.SGDarmijo method)
(sgGWR.optimizers.SGN method)
(sgGWR.optimizers.SGN_BFGS method)
(sgGWR.optimizers.SGN_LM method)
(sgGWR.optimizers.SVRG method)
(sgGWR.optimizers.vr.SVRG method)
(sgGWR.optimizers.Yogi method)
stEpanechnikov (class in sgGWR.kernels)
stExponential (class in sgGWR.kernels)
stGaussian (class in sgGWR.kernels)
stTriangular (class in sgGWR.kernels)
SVRG (class in sgGWR.optimizers)
(class in sgGWR.optimizers.vr)
T
Triangular (class in sgGWR.kernels)
U
unconstrained_GN() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
unconstrained_grad() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
unconstrained_loss() (sgGWR.models.GWR method)
(sgGWR.models.GWR_Ridge method)
Y
Yogi (class in sgGWR.optimizers)
(class in sgGWR.optimizers.sg)