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more baselines, kde, and dm

This commit is contained in:
Alejandro Moreo Fernandez 2024-05-20 10:15:05 +02:00
parent 6b754dd845
commit ea1e2d2813
3 changed files with 9 additions and 3 deletions
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8
LeQua2024/baselines.py
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@ -37,12 +37,18 @@ def wrap_params(cls_params:dict, prefix:str):
def baselines():
q_params = wrap_params(lr_params, 'classifier')
kde_params = {**q_params, 'bandwidth': np.linspace(0.01, 0.20, 20)}
dm_params = {**q_params, 'nbins': [2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 14, 16, 18, 20, 22, 24, 26, 28, 30, 32, 64]}
yield CC(new_cls()), "CC", q_params
yield ACC(new_cls()), "ACC", q_params
yield PCC(new_cls()), "PCC", q_params
yield PACC(new_cls()), "PACC", q_params
yield KDEyML(new_cls()), "KDEy-ML", {**q_params, 'bandwidth': np.linspace(0.01, 0.20, 20)}
yield SLD(new_cls()), "SLD", q_params
yield KDEyML(new_cls()), "KDEy-ML", kde_params
yield KDEyHD(new_cls()), "KDEy-HD", kde_params
# yield KDEyCS(new_cls()), "KDEy-CS", kde_params
yield DMy(new_cls()), "DMy", dm_params
def main(args):

2
LeQua2024/run_baselines.sh
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@ -25,7 +25,7 @@ fi
for task in T1 T2 T3 T4 ; do
# PYTHONPATH=.:scripts/:.. python3 baselines.py $task data/
PYTHONPATH=.:scripts/:.. python3 baselines.py $task data/
TEST_SAMPLES=data/lequa2024/$task/public/test_samples

2
quapy/plot.py
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@ -1,6 +1,6 @@
from collections import defaultdict
import matplotlib.pyplot as plt
from matplotlib.cm import get_cmap
from matplotlib.pyplot import get_cmap
import numpy as np
from matplotlib import cm
from scipy.stats import ttest_ind_from_stats