Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency.
Zhuang MaMichael CollinsPublished in: CoRR (2018)
Keyphrases
- statistical models
- estimation error
- monte carlo
- importance sampling
- hypothesis testing
- parametric models
- noise level
- noise reduction
- experimental data
- complex systems
- statistical analysis
- model selection
- learning algorithm
- statistical model
- bayesian framework
- markov chain
- probabilistic model
- active learning
- high efficiency
- optical flow
- markov chain monte carlo
- estimation accuracy
- statistical inference
- machine learning