Kaoru Hiramatsu
37 papers 109 citations h-index 3 1998–2018
Generative Adversarial Image Synthesis with Decision Tree Latent Controller
This paper proposes the decision tree latent controller generative adversarial network (DTLC-GAN), an extension of a GAN that can learn hierarchically interpretable representations without relying...
Understanding Community Structure in Layered Neural Networks
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 complex and...
Modular Representation of Layered Neural Networks
Layered neural networks have greatly improved the performance of various applications including image processing, speech recognition, natural language processing, and bioinformatics. However, it...
Knowledge Discovery from Layered Neural Networks based on Non-negative Task Decomposition
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 neural network...