ISCA Archive Interspeech 2008
ISCA Archive Interspeech 2008

A computational model of language acquisition: focus on word discovery

Louis ten Bosch, Hugo Van hamme, Lou Boves

Young infants learn words by detecting patterns in the speech signal and by associating these patterns to stimuli presented by non-speech modalities (e.g vision). In this paper, we model this behaviour by designing and testing a computational model of word discovery. The model is able to build word-like representations on the basis of multimodal input data. The discovery of words (and word-like entities) takes place within a communicative loop between two protagonists, a 'carer' and the 'learner'. Experiments carried out on three different European languages (Finnish, Swedish, and Dutch) show that a robust word representation can be learned in using about 50 acoustic tokens (examples) of that word. The model is inspired by the memory structure that is assumed functional for human speech processing.


doi: 10.21437/Interspeech.2008-637

Cite as: Bosch, L.t., Van hamme, H., Boves, L. (2008) A computational model of language acquisition: focus on word discovery. Proc. Interspeech 2008, 2570-2573, doi: 10.21437/Interspeech.2008-637

@inproceedings{bosch08_interspeech,
  author={Louis ten Bosch and Hugo {Van hamme} and Lou Boves},
  title={{A computational model of language acquisition: focus on word discovery}},
  year=2008,
  booktitle={Proc. Interspeech 2008},
  pages={2570--2573},
  doi={10.21437/Interspeech.2008-637}
}