5 citations · 8 across the 3 of their papers we have counts for
3 papers
cs.LG2023
On the Trade-off between the Number of Nodes and the Number of Trees in a Random Forest
Tatsuya Akutsu, Avraham A. Melkman, Atsuhiro Takasu
In this paper, we focus on the prediction phase of a random forest and study the problem of representing a bag of decision trees using a smaller bag of decision trees, where we onl…
cs.NE2021★ 3 cited
On the Size and Width of the Decoder of a Boolean Threshold Autoencoder
Tatsuya Akutsu, Avraham A. Melkman
In this paper, we study the size and width of autoencoders consisting of Boolean threshold functions, where an autoencoder is a layered neural network whose structure can be viewed…
cs.LG2020★ 5 cited
On the Compressive Power of Boolean Threshold Autoencoders
Avraham A. Melkman, Sini Guo, Wai-Ki Ching +2
An autoencoder is a layered neural network whose structure can be viewed as consisting of an encoder, which compresses an input vector of dimension to a vector of low dimension…