def test_rad_estimate(self):
self.assertAlmostEqual(
1.0, rademacher_estimate(self._full_shatter, self._hypotheses, num_samples=1000, random_seed=3), places=1
)
self.assertAlmostEqual(
0.0, rademacher_estimate([(0, 0)], constant_hypotheses, num_samples=1000, random_seed=3), places=1
)
self.assertAlmostEqual(
0.625, rademacher_estimate(self._half_shatter, self._hypotheses, num_samples=1000, random_seed=3), places=1
)
def test_rad_estimate(self):
self.assertAlmostEqual(1.0, rademacher_estimate(self._full_shatter,
self._hypotheses,
num_samples=1000,
random_seed=3),
places=1)
self.assertAlmostEqual(0.0, rademacher_estimate([(0, 0)],
constant_hypotheses,
num_samples=1000,
random_seed=3),
places=1)
self.assertAlmostEqual(0.625, rademacher_estimate(self._half_shatter,
self._hypotheses,
num_samples=1000,
random_seed=3),
places=1)