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#!/usr/bin/env python3 | |
"""A python script to perform audio watermark embedding/detection | |
on the basis of direct-sequence spread spectrum method.""" | |
# Copyright (C) 2020 by Akira TAMAMORI | |
# This program is free software; you can redistribute it and/or modify | |
# it under the terms of the GNU General Public License as published by | |
# the Free Software Foundation, either version 3 of the License, or |
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# -*- coding: utf-8 -*- | |
"""Kernel mapped generalized Mahalanobis depth (kmGMHD). | |
""" | |
# Author: Akira Tamamori <tamamori5917@gmail.com> | |
# License: BSD 2 clause | |
from typing import NamedTuple, Union | |
import numpy as np | |
from sklearn.decomposition import KernelPCA |
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# -*- coding: utf-8 -*- | |
"""Mahalanobis Depth.""" | |
# Author: Akira Tamamori <tamamori5917@gmail.com> | |
# License: BSD 2 clause | |
from sklearn.covariance import EmpiricalCovariance, MinCovDet | |
from sklearn.utils import check_array, check_random_state | |
class MHD: |
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#!/usr/bin/env python3 | |
""" 音声情報処理 n本ノック !! """ | |
# Copyright (C) 2020 by Akira TAMAMORI | |
# This program is free software; you can redistribute it and/or modify | |
# it under the terms of the GNU General Public License as published by | |
# the Free Software Foundation, either version 3 of the License, or | |
# (at your option) any later version. |
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# Copyright (C) 2017 by Akira TAMAMORI | |
# | |
# This program is free software; you can redistribute it and/or modify it under | |
# the terms of the GNU General Public License as published by the Free Software | |
# Foundation, either version 3 of the License, or (at your option) any later | |
# version. | |
# | |
# This program is distributed in the hope that it will be useful, but WITHOUT | |
# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS | |
# FOR A PARTICULAR PURPOSE. See the GNU General Public License for more |
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#!/usr/bin/env python3 | |
"""A python script to perform watermark embedding/detection | |
on the basis of echo hiding method.""" | |
# Copyright (C) 2020 by Akira TAMAMORI | |
# This program is free software; you can redistribute it and/or modify | |
# it under the terms of the GNU General Public License as published by | |
# the Free Software Foundation, either version 3 of the License, or |
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# -*- coding: utf-8 -*- | |
"""Clustering with Kernel K-means.""" | |
# Author: Mathieu Blondel <mathieu@mblondel.org> | |
# Author: Akira Tamamori | |
# License: BSD 3 clause | |
import matplotlib.pyplot as plt | |
import numpy as np | |
from sklearn.base import BaseEstimator, ClusterMixin |
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