2 papers
stat.ML2020
Learning Directly from Grammar Compressed Text
Yoichi Sasaki, Kosuke Akimoto, Takanori Maehara
Neural networks using numerous text data have been successfully applied to a variety of tasks. While massive text data is usually compressed using techniques such as grammar compre…
cs.LG2018
Knowledge-Based Distant Regularization in Learning Probabilistic Models
Naoya Takeishi, Kosuke Akimoto
Exploiting the appropriate inductive bias based on the knowledge of data is essential for achieving good performance in statistical machine learning. In practice, however, the doma…