研究者情報 - 佐々木　博昭

ササキ　ヒロアキ SASAKI Hiroaki
佐々木　博昭

所属明治学院大学情報数理学部情報数理学科

職種准教授

著書・論文歴
著書	データサイエンスと機械学習: 理論からPythonによる実装まで (共著) 2022/12
論文	Outlier-robust parameter estimation for unnormalized statistical models Japanese Journal of statistics and data science (共著) 2024/02
論文	Graph embedding with outlier-robust ratio estimation IEICE on Transactions on Information and Systems (共著) 2022/10
論文	Representation learning for maximization of MI, nonlinear ICA and nonlinear subspaces with robust density ratio estimation Journal of Machine Learning Research (共著) 2022/08
論文	Mode estimation on matrix manifolds: Convergence and robustness Proceedings of the 25th International Conference on Artificial Intelligence and Statistics (AISTATS) (共著) 2022/03
論文	Robust Contrastive Learning and Nonlinear ICA in the Presence of Outliers (共著) 2020/08
論文	Robust Modal Regression with Direct Gradient Approximation of Modal Regression Risk Proceedings of the 36th International Conference on Uncertainty in Artificial Intelligence (UAI) (共著) 2020/08
論文	Direct Log-Density Gradient Estimation with Gaussian Mixture Models and its Application to Clustering (共著) 2019/06
論文	Nonlinear ICA Using Auxiliary Variables and Generalized Contrastive Learning (共著) 2019/04
論文	Mode-Seeking Clustering and Density Ridge Estimation via Direct Estimation of Density-Derivative-Ratios Journal of Machine Learning Research (共著) 2018/04
論文	Sufficient Dimension Reduction via Direct Estimation of the Gradients of Logarithmic Conditional Densities Neural Computation (共著) 2018/02
論文	Simultaneous Estimation of Non-Gaussian Components and their Correlation Structure Neural Computation (共著) 2017/11
論文	Estimating Density Ridges by Direct Estimation of Density-Derivative-Ratios Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS) (共著) 2017/04
論文	Modal Regression via Direct Log-Density Derivative Estimation Proceedings of the 23rd International Conference on Neural Information Processing (ICONIP) (共著) 2016/10
論文	Direct Density Derivative Estimation Neural Computation (共著) 2016/06
論文	Non-Gaussian Component Analysis with Log-Density Gradient Estimation Proceedings of the 19th International Conference on Artificial Intelligence and Statistics (AISTATS) (共著) 2016/05
論文	Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD) (共著) 2014/09
論文	Correlated Topographic Analysis: Estimating an Ordering of Correlated Components Machine Learning (共著) 2013/05