BLOCKSET (Block-Aligned Serialized Trees): Reducing Inference Latency for Tree ensemble Deployment.
Meghana MadhyasthaKunal LillaneyJames BrowneJoshua T. VogelsteinRandal C. BurnsPublished in: KDD (2021)
Keyphrases
- tree structure
- tree models
- tree structures
- tree construction
- tree nodes
- labeled trees
- binary tree
- tree mining
- rooted trees
- leaf nodes
- regression trees
- tree representation
- pruning algorithm
- unordered trees
- ensemble methods
- decision tree learning
- random forests
- tree crown
- tree matching
- tree induction
- tree structured data
- phylogenetic trees
- decision trees
- classification trees
- neural network
- tree automata
- tree patterns
- belief networks
- tree grammars
- training set
- tree edit distance
- tree ensembles
- randomized trees
- wavelet tree
- probabilistic inference
- kd trees
- feature selection
- tree like structures
- binary search trees
- b tree
- ensemble learning
- prefix tree
- maximum parsimony
- index structure
- tree languages
- tree pruning
- root node
- gene trees
- low latency
- bounded degree
- random forest
- xml trees
- internal nodes
- data structure
- bayesian networks