DOFEN, a deep neural network that randomly assembles per-column soft conditions into relaxed oblivious decision trees and ensembles them, reaches state-of-the-art DNN performance on the Tabular Benchmark.
Tabular data: Deep learning is not all you need.Information Fusion 2022, 81, 84–90
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DOFEN: Deep Oblivious Forest ENsemble
DOFEN, a deep neural network that randomly assembles per-column soft conditions into relaxed oblivious decision trees and ensembles them, reaches state-of-the-art DNN performance on the Tabular Benchmark.