def shift(self, new_point):
for i in range(self.iterations):
curr_slice = subspace_slice(
self.sorted_index.sorted, self.subspace, self.ref_dim, self.alpha
)
self.res[i] = kstest(curr_slice, self.sorted_index.sorted[:, self.ref_dim])
return np.mean(self.res)
def init_result(self):
self.res = np.zeros((self.iterations, 1))
for i in range(self.iterations):
curr_slice = subspace_slice(
self.sorted_index.sorted, self.subspace, self.ref_dim, self.alpha
)
self.res[i] = kstest(curr_slice, self.sorted_index.sorted[:, self.ref_dim])
def shift(self, new_point):
for i in range(self.k):
curr_slice = subspace_slice(
self.sorted_index.sorted, self.subspace, self.ref_dim, self.alpha
)
self.res.append(
kstest(curr_slice, self.sorted_index.sorted[:, self.ref_dim])
)
return np.mean(self.res)
def shift(self, new_point):
to_replace = np.random.randint(0, self.iterations, self.draws)
for i in to_replace:
curr_slice = subspace_slice(
self.sorted_index.sorted, self.subspace, self.ref_dim, self.alpha
)
self.res[i] = kstest(curr_slice, self.sorted_index.sorted[:, self.ref_dim])
return np.mean(self.res)