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- /*
- * Copyright (c) 2012 The WebRTC project authors. All Rights Reserved.
- *
- * Use of this source code is governed by a BSD-style license
- * that can be found in the LICENSE file in the root of the source
- * tree. An additional intellectual property rights grant can be found
- * in the file PATENTS. All contributing project authors may
- * be found in the AUTHORS file in the root of the source tree.
- */
- #ifndef MODULES_AUDIO_PROCESSING_VAD_GMM_H_
- #define MODULES_AUDIO_PROCESSING_VAD_GMM_H_
- namespace webrtc {
- // A structure that specifies a GMM.
- // A GMM is formulated as
- // f(x) = w[0] * mixture[0] + w[1] * mixture[1] + ... +
- // w[num_mixtures - 1] * mixture[num_mixtures - 1];
- // Where a 'mixture' is a Gaussian density.
- struct GmmParameters {
- // weight[n] = log(w[n]) - |dimension|/2 * log(2*pi) - 1/2 * log(det(cov[n]));
- // where cov[n] is the covariance matrix of mixture n;
- const double* weight;
- // pointer to the first element of a |num_mixtures|x|dimension| matrix
- // where kth row is the mean of the kth mixture.
- const double* mean;
- // pointer to the first element of a |num_mixtures|x|dimension|x|dimension|
- // 3D-matrix, where the kth 2D-matrix is the inverse of the covariance
- // matrix of the kth mixture.
- const double* covar_inverse;
- // Dimensionality of the mixtures.
- int dimension;
- // number of the mixtures.
- int num_mixtures;
- };
- // Evaluate the given GMM, according to |gmm_parameters|, at the given point
- // |x|. If the dimensionality of the given GMM is larger that the maximum
- // acceptable dimension by the following function -1 is returned.
- double EvaluateGmm(const double* x, const GmmParameters& gmm_parameters);
- } // namespace webrtc
- #endif // MODULES_AUDIO_PROCESSING_VAD_GMM_H_
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