Complex-Valued Multilayer Perceptron Search Utilizing Eigen Vector Descent and Reducibility Mapping. - Shinya Suzumura; Ryohei Nakano (ICANN (2), 2012)

Outlier Path: A Homotopy Algorithm for Robust SVM. - Shinya Suzumura; Kohei Ogawa; Masashi Sugiyama; Ichiro Takeuchi (ICML, 2014)

Safe Pattern Pruning: An Efficient Approach for Predictive Pattern Mining. - Kazuya Nakagawa; Shinya Suzumura; Masayuki Karasuyama; Koji Tsuda; Ichiro Takeuchi (KDD, 2016)

Selective Inference for Sparse High-Order Interaction Models. - Shinya Suzumura; Kazuya Nakagawa; Yuta Umezu; Koji Tsuda; Ichiro Takeuchi (ICML, 2017)

Homotopy continuation approaches for robust SV classification and regression. - Shinya Suzumura; Kohei Ogawa; Masashi Sugiyama; Masayuki Karasuyama; Ichiro Takeuchi (Mach. Learn., 2017)

An Analysis of Selection Bias Issue for Online Advertising. - Shinya Suzumura; Hitoshi Abe (CoRR, 2022)

Leveraging Instrumental Variables in Online Advertising Auctions : Robust Click-Through-Rate Prediction. - Ryohei Emori; Shinya Suzumura; Nobuyuki Shimizu; Takahiro Hoshino (AdKDD@KDD, 2024)

No-Regret Bandit Exploration based on Soft Tree Ensemble Model. - Shogo Iwazaki; Shinya Suzumura (NeurIPS, 2024)