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Supplementary material for the paper: Ian S. Howard 1 & Piers Messum 2 Modeling the development of pronunciation in infant speech acquisition Motor Control, 2011, 15, 85-117.
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Supplementary material for the paper:Ian S. Howard1 & Piers Messum2Modeling the development of pronunciation in infant speech acquisitionMotor Control, 2011, 15, 85-117 1Computational & Biological Learning Laboratory, Department of Engineering, University of Cambridge 2Centre for Human Communication, University College London
Methods Modeling the vocal apparatus with an articulatory synthesizer Figure 5B Utterance /naʊ/ (approx) Computing reward Figure 7 Utterance /ti:/ (approx)
Phonation stage experiment ResultsClustered vowels, Elija's speech, found by self-supervised reinforcement 2 3 4 5 1 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50
Primitive articulation, expansion and canonical stages experimentResultsClustered vowels, Elija's speech 2 3 4 5 1 6 7 8 9 10 11 12 13 14 15
Primitive articulation, expansion and canonical stages experimentResultsClustered consonant; Elija's speech with following vowel 2 3 4 5 1 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
Primitive articulation, expansion and canonical stages experimentResultsClustered fricatives; Elija's speech 2 3 4 5 1 6 7 8 9 10
Primitive articulation, expansion and canonical stages experimentResultsClustered diphthongs; Elija's speech 2 3 4 5 1 6 7 8 9 10
Integrative stage experiment ResultsReformulated recombination: cluster centres 1-35 for Elija's & Caregiver's speech (blue) 3 4 5 2 1 8 9 10 6 7 13 14 15 11 12 18 19 20 16 17 23 24 25 21 22 28 29 30 26 27 33 34 35 31 32
Integrative stage experimentResults - continuedReformulated recombinations: cluster centres 36-70 for Elija's & Caregiver'sspeech (blue) 38 39 40 36 37 43 44 45 41 42 48 49 50 46 47 53 54 55 51 52 58 59 60 56 57 63 64 65 61 62 68 69 70 66 67
Integrative stage experimentResults - continuedReformulated recombinations: cluster centres 71-100 for Elija's & Caregiver's speech (blue) 73 74 75 71 72 78 79 80 76 77 83 84 85 81 82 88 89 90 86 87 93 94 95 91 92 98 99 100 96 97
Object labelling experiment ResultsCaregiver's (blue) & Elija's speech 3 4 5 1 2 8 9 10 6 7 13 14 15 11 12 18 19 20 16 17 23 24 25 21 22 28 29 30 26 27 33 34 35 31 32