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| 1 /* | |
| 2 * Copyright (c) 2012 The WebRTC project authors. All Rights Reserved. | |
| 3 * | |
| 4 * Use of this source code is governed by a BSD-style license | |
| 5 * that can be found in the LICENSE file in the root of the source | |
| 6 * tree. An additional intellectual property rights grant can be found | |
| 7 * in the file PATENTS. All contributing project authors may | |
| 8 * be found in the AUTHORS file in the root of the source tree. | |
| 9 */ | |
| 10 | |
| 11 #ifndef WEBRTC_MODULES_AUDIO_PROCESSING_VAD_GMM_H_ | |
| 12 #define WEBRTC_MODULES_AUDIO_PROCESSING_VAD_GMM_H_ | |
| 13 | |
| 14 namespace webrtc { | |
| 15 | |
| 16 // A structure that specifies a GMM. | |
| 17 // A GMM is formulated as | |
| 18 // f(x) = w[0] * mixture[0] + w[1] * mixture[1] + ... + | |
| 19 // w[num_mixtures - 1] * mixture[num_mixtures - 1]; | |
| 20 // Where a 'mixture' is a Gaussian density. | |
| 21 | |
| 22 struct GmmParameters { | |
| 23 // weight[n] = log(w[n]) - |dimension|/2 * log(2*pi) - 1/2 * log(det(cov[n])); | |
| 24 // where cov[n] is the covariance matrix of mixture n; | |
| 25 const double* weight; | |
| 26 // pointer to the first element of a |num_mixtures|x|dimension| matrix | |
| 27 // where kth row is the mean of the kth mixture. | |
| 28 const double* mean; | |
| 29 // pointer to the first element of a |num_mixtures|x|dimension|x|dimension| | |
| 30 // 3D-matrix, where the kth 2D-matrix is the inverse of the covariance | |
| 31 // matrix of the kth mixture. | |
| 32 const double* covar_inverse; | |
| 33 // Dimensionality of the mixtures. | |
| 34 int dimension; | |
| 35 // number of the mixtures. | |
| 36 int num_mixtures; | |
| 37 }; | |
| 38 | |
| 39 // Evaluate the given GMM, according to |gmm_parameters|, at the given point | |
| 40 // |x|. If the dimensionality of the given GMM is larger that the maximum | |
| 41 // acceptable dimension by the following function -1 is returned. | |
| 42 double EvaluateGmm(const double* x, const GmmParameters& gmm_parameters); | |
| 43 | |
| 44 } // namespace webrtc | |
| 45 #endif // WEBRTC_MODULES_AUDIO_PROCESSING_VAD_GMM_H_ | |
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