tam17aki

#!/bin/bash

# for MacOS
brew install wget

pip3 install vosk
pip3 install sounddevice

wget https://alphacephei.com/vosk/models/vosk-model-small-ja-0.22.zip

tam17aki

# -*- coding: utf-8 -*-
"""Outlier Detector based on Kernel Random Projection Depth (KRPD).

Copyright (C) 2023 by Akira TAMAMORI

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is

tam17aki

tam17aki

"""A demo script of "Differential Entropic Clustering of Multivariate Gaussians".

Copyright (C) 2023 by Akira TAMAMORI

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

tam17aki

"""A demo script of "Differential Entropic Clustering of Multivariate Gaussians".

Copyright (C) 2023 by Akira TAMAMORI

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

tam17aki

tam17aki

tam17aki

# -*- 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:

tam17aki

# -*- 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

tam17aki