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cs.LG2024
The Role of Depth, Width, and Tree Size in Expressiveness of Deep Forest
Shen-Huan Lyu, Jin-Hui Wu, Qin-Cheng Zheng +1
Random forests are classical ensemble algorithms that construct multiple randomized decision trees and aggregate their predictions using naive averaging. \citet{zhou2019deep} furth…
cs.LG2022
On the Approximation and Complexity of Deep Neural Networks to Invariant Functions
Gao Zhang, Jin-Hui Wu, Shao-Qun Zhang
Recent years have witnessed a hot wave of deep neural networks in various domains; however, it is not yet well understood theoretically. A theoretical characterization of deep neur…
cs.LG2021★ 1 cited
Theoretical Exploration of Flexible Transmitter Model
Jin-Hui Wu, Shao-Qun Zhang, Yuan Jiang +1
Neural network models generally involve two important components, i.e., network architecture and neuron model. Although there are abundant studies about network architectures, only…