Dimensionality estimation without distances.
Matthäus KleindessnerUlrike von LuxburgPublished in: AISTATS (2015)
Keyphrases
- intrinsic dimensionality
- high dimensional
- feature space
- maximum likelihood estimation
- image processing
- estimation accuracy
- distance measure
- parameter estimation
- small size
- accurate estimation
- monte carlo simulation
- hausdorff distance
- dimensionality reduction
- data sets
- real world
- dimensional data
- estimation process
- distance matrix
- estimation algorithm
- estimation error
- noisy data
- distance function
- least squares
- artificial intelligence
- genetic algorithm