benediktfesl / MFA_estimator

Implementation of the channel estimator based on Mixture of Factor Analyzers (MFA).

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MFA_estimator

Implementation of the channel estimator based on the Mixture of Factor Analyzers (MFA) from the paper

  • B. Fesl, N. Turan, and W. Utschick, “Low-Rank Structured MMSE Channel Estimation with Mixtures of Factor Analyzers,” in 57th Asilomar Conf. Signals, Syst., Comput., 2023. https://arxiv.org/abs/2304.14809

The estimator is based on the complex-valued implementation of the expectation-maximization (EM) algorithm for MFA from https://github.com/benediktfesl/MFA_cplx.

Clone with Submodule

To clone the repository, including the complex-valued EM algorithm as a submodule, use the following command:

git clone --recurse-submodules https://github.com/benediktfesl/MFA_estimator.git

Acknowledgement

The implementation is in parts based on the Gaussian Mixture Model (GMM) estimator from https://github.com/michael-koller-91/gmm-estimator.

License

The implementation of the MFA-based channel estimator is covered by the BSD 3-Clause License:

BSD 3-Clause License

Copyright (c) 2023 Benedikt Fesl. All rights reserved.

Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:

  • Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.

  • Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.

  • Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

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Implementation of the channel estimator based on Mixture of Factor Analyzers (MFA).

License:BSD 3-Clause "New" or "Revised" License


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