Brandl, Holger: A computational model for unsupervised childlike speech acquisition. 2009
Inhalt
- Acknowledgments
- Summary
- Contents
- Introduction
- How language comes to children
- Child directed speech
- Word segmentation
- Statistical Learning
- Metric segmentation
- The principle of subtraction
- Allophonic and articulatory cues
- Syllable segmentation
- Phone segmentation
- Vocabulary acquisition
- Pattern recognition background
- Clustering
- Probability density estimation
- Information theory basics
- HMMs
- Statistical language modeling
- Automatic speech recognition
- Neural networks for speech recognition
- Symbolic models for speech acquisition
- Symbolic sub-syllable learning of speech structure
- Symbolic syllable structure learning
- Symbolic word structure learning
- Acoustic speech modeling
- Model
- Computational requirements and constraints
- Type of input speech
- Speech representation
- Order of bootstrapping
- Processing principles
- Coupling of speech unit representations
- System overview
- Phones
- Syllables
- Syllable spotting
- Training segment generation
- Incremental clustering of syllable segments
- Regulation
- Syllable transition modeling
- Words
- Scientific contribution
- Evaluation
- Performance Metrics
- Corpora
- Phones
- Classification
- Clustering
- Phone-distributed word models
- Phone language model
- Phonotactic model
- Syllabic parsing
- Syllables
- Model initialization
- Clustering process properties
- Spotting performance
- Subtraction learning
- Syllable Grammar learning
- Words
- Embodied speech acquisition
- Summary and discussion
- Bibliography
