Optimal Hyperparameters for Deep LSTM-Networks for Sequence Labeling Tasks.
Nils ReimersIryna GurevychPublished in: CoRR (2017)
Keyphrases
- sequence labeling
- hyperparameters
- conditional random fields
- closed form
- dependency parsing
- structured prediction
- named entity recognition
- model selection
- cross validation
- bayesian framework
- random sampling
- maximum a posteriori
- noise level
- gaussian process
- crf model
- hidden markov models
- em algorithm
- parameter settings
- incomplete data
- data sets
- parameter space
- data mining