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 deep oblivious forest ensemble

DOFEN: Deep Oblivious Forest ENsemble

Neural Information Processing Systems

Deep Neural Networks (DNNs) have revolutionized artificial intelligence, achieving impressive results on diverse data types, including images, videos, and texts. This paper introduces DOFEN, which stands for Deep Oblivious Forest ENsemble. DOFEN is a novel DNN architecture inspired by oblivious decision trees and achieves on-off sparse selection of columns. DOFEN surpasses other DNNs on tabular data, achieving state-of-the-art performance on the well-recognized benchmark: Tabular Benchmark, which includes 73 total datasets spanning a wide array of domains.

  artificial intelligence, deep oblivious forest ensemble, machine learning, (3 more...)
  Technology: Information Technology > Artificial Intelligence > Machine Learning > Neural Networks (0.67)

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