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Scalable Decision Tree Induction Methods
- SLIQ (EDBT’96 — Mehta et al.)
- Builds an index for each attribute and only class list and the current attribute list reside in memory
- SPRINT (VLDB’96 — J. Shafer et al.)
- Constructs an attribute list data structure
- PUBLIC (VLDB’98 — Rastogi & Shim)
- Integrates tree splitting and tree pruning: stop growing the tree earlier
- RainForest (VLDB’98 — Gehrke, Ramakrishnan & Ganti)
- Builds an AVC-list (attribute, value, class label)
- BOAT (PODS’99 — Gehrke, Ganti, Ramakrishnan & Loh)
- Uses bootstrapping to create several small samples
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