An error occurred while loading the file. Please try again.
-
Le Roux Erwan authoredfebd34bb
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
from experiment.simulation.abstract_simulation import AbstractSimulation
from extreme_estimator.estimator.full_estimator.full_estimator_for_simulation import FULL_ESTIMATORS_FOR_SIMULATION
from extreme_estimator.estimator.margin_estimator.margin_estimator_for_simulation import \
MARGIN_ESTIMATORS_FOR_SIMULATION
from extreme_estimator.extreme_models.margin_model.smooth_margin_model import ConstantMarginModel
from extreme_estimator.extreme_models.max_stable_model.max_stable_models import Smith
from extreme_estimator.gev_params import GevParams
from spatio_temporal_dataset.coordinates.spatial_coordinates.coordinates_1D import LinSpaceSpatialCoordinates
from spatio_temporal_dataset.dataset.simulation_dataset import FullSimulatedDataset
class LinSpaceSimulation(AbstractSimulation):
FITTED_ESTIMATORS = []
def __init__(self):
super().__init__()
self.nb_fit = 2
# Simulation parameters
self.nb_obs = 60
self.coordinates = LinSpaceSpatialCoordinates.from_nb_points(nb_points=21, train_split_ratio=0.75)
# MarginModel Linear with respect to the shape (from 0.01 to 0.02)
params_sample = {
(GevParams.GEV_LOC, 0): 10,
(GevParams.GEV_SHAPE, 0): 1.0,
(GevParams.GEV_SCALE, 0): 1.0,
}
self.margin_model = ConstantMarginModel(coordinates=self.coordinates, params_sample=params_sample)
self.max_stable_model = Smith()
def dump(self):
dataset = FullSimulatedDataset.from_double_sampling(nb_obs=self.nb_obs, margin_model=self.margin_model,
coordinates=self.coordinates,
max_stable_model=self.max_stable_model)
self._dump(dataset=dataset)
if __name__ == '__main__':
simu = LinSpaceSimulation()
simu.dump()
# for estimator_class in MARGIN_ESTIMATORS_FOR_SIMULATION + FULL_ESTIMATORS_FOR_SIMULATION:
# simu.fit(estimator_class, show=False)
simu.visualize_comparison_graph()