figure 5b utterance /naʊ/ (approx)

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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 1 Computational & Biological Learning Laboratory, Department of Engineering, University of Cambridge 2 Centre for Human Communication, University College London

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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. - PowerPoint PPT Presentation

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Page 1: Figure 5B  Utterance /naʊ/ (approx)

Supplementary material for the paper:

Ian S. Howard1 & Piers Messum2

Modeling the development of pronunciation in infant speech acquisition

Motor Control, 2011, 15, 85-117

1Computational & Biological Learning Laboratory, Department of Engineering, University of Cambridge

2Centre for Human Communication, University College London

Page 2: Figure 5B  Utterance /naʊ/ (approx)

Figure 5B Utterance /naʊ/ (approx)

Figure 7 Utterance /ti:/ (approx)

MethodsModeling the vocal apparatus with an articulatory synthesizer

Computing reward

Page 3: Figure 5B  Utterance /naʊ/ (approx)

Phonation stage experiment Results

Clustered vowels, Elija's speech, found by self-supervised reinforcement

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Page 4: Figure 5B  Utterance /naʊ/ (approx)

Primitive articulation, expansion and canonical stages experimentResults

Clustered vowels, Elija's speech

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Page 5: Figure 5B  Utterance /naʊ/ (approx)

Primitive articulation, expansion and canonical stages experimentResults

Clustered consonant; Elija's speech with following vowel

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Page 6: Figure 5B  Utterance /naʊ/ (approx)

Primitive articulation, expansion and canonical stages experimentResults

Clustered fricatives; Elija's speech

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Page 7: Figure 5B  Utterance /naʊ/ (approx)

Primitive articulation, expansion and canonical stages experimentResults

Clustered diphthongs; Elija's speech

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Page 8: Figure 5B  Utterance /naʊ/ (approx)

Integrative stage experiment Results

Reformulated recombination: cluster centres 1-35 for Elija's & Caregiver's speech (blue)

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Page 9: Figure 5B  Utterance /naʊ/ (approx)

Integrative stage experimentResults - continued

Reformulated recombinations: cluster centres 36-70 for Elija's & Caregiver's speech (blue)

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Page 10: Figure 5B  Utterance /naʊ/ (approx)

Integrative stage experimentResults - continued

Reformulated recombinations: cluster centres 71-100 for Elija's & Caregiver's speech (blue)

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Page 11: Figure 5B  Utterance /naʊ/ (approx)

Object labelling experiment Results

Caregiver's (blue) & Elija's speech

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