Reasoning about Linguistic Regularities in Word Embeddings using Matrix Manifolds.
Sridhar MahadevanSarath ChandarPublished in: CoRR (2015)
Keyphrases
- manifold learning
- linguistic information
- low dimensional
- word meaning
- euclidean space
- linguistic knowledge
- lie group
- natural language text
- vector space
- low dimensional spaces
- spatial reasoning
- high dimensional data
- syntactic analysis
- word order
- natural language
- n gram
- positive definite
- co occurrence
- natural language processing
- word sense disambiguation
- dimensionality reduction
- high dimensional
- word recognition
- distance measure
- feature space
- formal theory
- lexical semantics
- cell complexes
- geometric structure
- fisher information
- linguistic features
- multiword
- qualitative reasoning
- face recognition
- low rank
- sparse representation
- feature extraction