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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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