59 citations · 171 across the 24 of their papers we have counts for
3 papers · 1 filter
Generative Adversarial Image Synthesis with Decision Tree Latent Controller
Takuhiro Kaneko, Kaoru Hiramatsu, Kunio Kashino
This paper proposes the decision tree latent controller generative adversarial network (DTLC-GAN), an extension of a GAN that can learn hierarchically interpretable representations…
Knowledge Discovery from Layered Neural Networks based on Non-negative Task Decomposition
Chihiro Watanabe, Kaoru Hiramatsu, Kunio Kashino
Interpretability has become an important issue in the machine learning field, along with the success of layered neural networks in various practical tasks. Since a trained layered…
Understanding Community Structure in Layered Neural Networks
Chihiro Watanabe, Kaoru Hiramatsu, Kunio Kashino
A layered neural network is now one of the most common choices for the prediction of high-dimensional practical data sets, where the relationship between input and output data is c…