RETENTION combines OOB-accuracy-guided purity pruning with two TCAM data-placement heuristics to reduce CAM capacity for tree ensemble inference by up to two orders of magnitude.
Application of xgboost algorithm in bearing fault diagnosis,
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RETENTION: Resource-Efficient Tree-Based Ensemble Model Acceleration with Content-Addressable Memory
RETENTION combines OOB-accuracy-guided purity pruning with two TCAM data-placement heuristics to reduce CAM capacity for tree ensemble inference by up to two orders of magnitude.