no code implementations • 9 Apr 2019 • Kenta Hama, Takashi Matsubara, Kuniaki Uehara, Jianfei Cai
With the wide development of black-box machine learning algorithms, particularly deep neural network (DNN), the practical demand for the reliability assessment is rapidly rising.
no code implementations • 16 Jul 2018 • Takashi Matsubara, Kenta Hama, Ryosuke Tachibana, Kuniaki Uehara
Empirical results demonstrate that the unregularized score is robust to the inherent complexity of samples and can be used to better detect anomalies.