ACL RD-TEC 1.0 Summarization of W02-2018
Paper Title:
A COMPARISON OF ALGORITHMS FOR MAXIMUM ENTROPY PARAMETER ESTIMATION
A COMPARISON OF ALGORITHMS FOR MAXIMUM ENTROPY PARAMETER ESTIMATION
Primarily assigned technology terms:
- algorithm
- approximation
- c + +
- chunking
- classification
- computational linguistics
- computer vision
- computing
- conditional maximum entropy
- entropy parameter estimation
- estimation method
- feature selection
- function optimization
- generalized iterative scaling
- groningen
- high performance computing
- inner product
- iterative scaling
- language processing
- learning
- learning technique
- likelihood estimation
- linguistic processing
- logistic regression
- machine learning
- maximum entropy
- maximum entropy model
- maximum likelihood
- maximum likelihood estimation
- me modeling
- modeling
- natural language processing
- nlp
- non-linear optimization
- normalization
- optimization
- parameter estimation
- processing
- processor
- regression
- search
- sentence extraction
- sequential storage
- smoothing
- statistical natural language processing
- text chunking
- visualization
Other assigned terms:
- case
- classification tasks
- composition
- context-free grammar
- convergence
- data sets
- data structures
- derivation
- discipline
- distribution
- entropy
- entropy parameter
- estimation
- evaluations
- events
- feature
- feature vector
- feature vectors
- grammar
- grammars
- implementation
- kl divergence
- kullback-leibler divergence
- lexical features
- likelihood
- likelihood function
- linear combination
- linguistic
- linguistics
- log-likelihood
- maximum entropy parameter
- method
- model parameters
- natural language
- optimization problem
- parameter space
- precision
- prediction accuracy
- probabilities
- probability
- probability distribution
- sentence
- statistical natural language
- statistics
- stochastic context-free grammar
- technique
- test data
- text
- toolkit
- training
- training data
- tree
- trees
- words
