Table 7 Scenario 2: adaptation of the acoustic and linguistic models; results are given in terms of word accuracy (%). The baseline system (acoustic and linguistic models trained on Ohm_base) is given in column "Ohm_base" and is identical in all three tables. "
" denotes the arithmetic (unweighted) mean. The average of the four subsets weighted by the prior probabilities of the four classes is given in row "Mont."
" denotes the arithmetic (unweighted) mean. The average of the four subsets weighted by the prior probabilities of the four classes is given in row "Mont."From: On the Impact of Children's Emotional Speech on Acoustic and Language Models
Acoustic models trained on | |||||
|---|---|---|---|---|---|
Ohm_base | Ohm_base + | Ohm_base + | Ohm_base + | Ohm_base + | |
Test set | (baseline) | 2x Ohm_M | 1x Ohm_N | 3x Ohm_E | 2x Ohm_A |
Mont_M | 65.0 | 64.5 | 61.5 | 59.9 | 61.3 |
Mont_N | 77.3 | 77.6 | 77.5 | 77.1 | 78.0 |
Mont_E | 81.0 | 81.3 | 80.5 | 83.1 | 81.2 |
Mont_A | 79.2 | 80.2 | 78.8 | 81.4 | 83.6 |
| 75.6 | 75.9 | 74.6 | 75.4 | 76.0 |
Mont | 77.5 | 77.7 | 77.5 | 77.4 | 78.2 |
Linguistic models trained on | |||||
Ohm_base | Ohm_base + | Ohm_base + | Ohm_base + | Ohm_base + | |
Test set | (baseline) | 28x Ohm_M | 1x Ohm_N | 28x Ohm_E | 28x Ohm_A |
Mont_M | 65.0 | 65.9 | 64.5 | 64.0 | 64.5 |
Mont_N | 77.3 | 77.0 | 77.4 | 77.7 | 77.7 |
Mont_E | 81.0 | 80.1 | 80.8 | 81.6 | 81.9 |
Mont_A | 79.2 | 78.9 | 79.0 | 79.9 | 81.6 |
| 75.6 | 75.5 | 75.4 | 75.8 | 76.4 |
Mont | 77.5 | 77.1 | 77.5 | 77.8 | 78.0 |
Acoustic models trained on | |||||
Ohm_base | Ohm_base + | Ohm_base + | Ohm_base + | Ohm_base + | |
(baseline) | 0x Ohm_M | 1x Ohm_N | 3x Ohm_E | 2x Ohm_A | |
Linguistic models trained on | |||||
Ohm_base | Ohm_base + | Ohm_base + | Ohm_base + | Ohm_base + | |
Test set | (baseline) | 28x Ohm_M | 1x Ohm_N | 28x Ohm_E | 28x Ohm_A |
Mont_M | 65.0 | 65.9 | 61.5 | 60.4 | 59.1 |
Mont_N | 77.3 | 77.0 | 77.6 | 77.4 | 78.4 |
Mont_E | 81.0 | 80.1 | 80.4 | 84.4 | 83.1 |
Mont_A | 79.2 | 78.9 | 78.7 | 81.6 | 85.1 |
| 75.6 | 75.5 | 74.6 | 76.0 | 76.4 |
Mont | 77.5 | 77.1 | 77.6 | 77.8 | 78.7 |
