LAVASET: Latent Variable Stochastic Ensemble of Trees. An ensemble method for correlated datasets with spatial, spectral, and temporal dependencies.
Melpomeni KasapiKexin XuTimothy M. D. EbbelsDeclan P. O'ReganJames S. WareJoram M. PosmaPublished in: Bioinform. (2024)
Keyphrases
- ensemble methods
- temporal dependencies
- latent variables
- benchmark datasets
- decision trees
- spatial and temporal
- ensemble learning
- prediction accuracy
- random forests
- base classifiers
- random forest
- machine learning methods
- ensemble members
- probabilistic model
- temporal patterns
- prior knowledge
- temporal information
- spatio temporal
- ensemble classifier
- topic models
- sequential data
- rule mining
- classifier ensemble
- temporal relationships
- base learners
- random variables
- space time
- multivariate time series
- data sets
- naive bayes