Efficient model selection for predictive pattern mining model by safe pattern pruning.
Takumi YoshidaHiroyuki HanadaKazuya NakagawaKouichi TajiKoji TsudaIchiro TakeuchiPublished in: Patterns (2023)
Keyphrases
- model selection
- pattern mining
- parameter estimation
- pattern discovery
- bayesian learning
- probabilistic model
- bayesian information criterion
- hyperparameters
- selection criterion
- mixture model
- multi dimensional
- regression model
- sample size
- feature selection
- bayesian framework
- frequent itemset mining
- pruning strategy
- variable selection
- cross validation
- posterior probability
- sequential patterns
- generative model
- mutual information
- search space
- association rules
- data streams