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Machine Learning and Cognitive Science of Language Acquisition
Pascal

Words in puddles of sound

author: Padraic Monaghan, Department of Psychology, University of York

Description

Words in a “sea of sound” (Saffran, 2001)
Discovering words from continuous speech; with no reliable cues to word boundaries (Jones, 1918; Liberman et al., 1967); where words are realised variably (Pollack & Pickett, 1964).

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Slides
0:00 Words in puddles of sound
0:17 Words in a “sea of sound” (Saffran, 2001)
1:24 Segmentation and sublexical cues
3:30 Multiple cues in speech segmentation
4:26 Puddles
5:57 Lexical approach to segmentation
7:26 Aims of Modelling
8:55 Lexical approach to segmentation
11:01 Corpora
11:41 The model - part 1
12:02 The model - part 2
12:08 The model - part 3
12:29 The model - part 4
12:39 The model - part 5
12:45 The model - part 6
13:01 The model - part 7
13:06 The model - part 8
13:08 The model - part 9
13:18 More constraints in the model: Phonological glue - part 1
15:40 More constraints in the model: Phonological glue - part 2
16:29 More constraints in the model: Phonological glue - part 3
16:42 More constraints in the model: Phonological glue - part 4
17:10 More constraints in the model: Phonological glue - part 5
17:18 More constraints in the model: Phonological glue - part 6
17:35 Testing the model
19:20 Results: Accuracy
20:03 Results: Completeness
20:16 Results: Naomi’s Lexicon - part 1
21:09 Results: Naomi’s Lexicon - part 2
21:20 Results: Naomi’s Lexicon - part 3
22:15 Results: Naomi’s Lexicon - part 4
22:43 Summary

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