新田 徹

Proposal of fully augmented complex-valued neural networks 

Nonlinear Theory and Its Applications, IEICE 14(2) 175-192 2023年4月  査読有り

Fully Augmented Complex-Valued Neural Networks 

Proceedings of the 2022 International Symposium on Nonlinear Theory and its Applications (NOLTA2022) 248-251 2022年12月  査読有り

Sequential Learning on sEMGs in Short- and Long-term Situations via Self-Training Semi-Supervised Support Vector Machine 

Proceedings of the 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC2022) 3232-3235 2022年7月  査読有り

Spurious Local Minima of Deep ReLU Neural Networks in the Neural Tangent Kernel Regime 

arXiv Preprint arXiv:1806.04884v3 2022年5月  

Fundamental Structure of Orthogonal Variable Commutative Quaternion Neurons. 

Proceedings of Joint 11th International Conference on Soft Computing and Intelligent Systems and 21st International Symposium on Advanced Intelligent Systems, SCIS & ISIS2020 1-3 2020年12月  査読有り筆頭著者責任著者

No Bad Local Minima in Wide and Deep Nonlinear Neural Networks 

arXiv Preprint arXiv:1806.04884v2 2020年  

Hypercomplex Widely Linear Estimation Through the Lens of Underpinning Geometry 

IEEE TRANSACTIONS ON SIGNAL PROCESSING 67(15) 3985-3994 2019年8月  査読有り筆頭著者責任著者

Resolution of Singularities via Deep Complex-Valued Neural Networks 

MATHEMATICAL METHODS IN THE APPLIED SCIENCES 41(11) 4170-4178 2018年7月  査読有り筆頭著者責任著者

Hyperbolic Gradient Operator and Hyperbolic Back-Propagation Learning Algorithms 

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 29(5) 1689-1702 2018年5月  査読有り筆頭著者責任著者

Weight Initialization without Local Minima in Deep Nonlinear Neural Networks. 

arXiv Preprint arXiv: 1806.04884 2018年  筆頭著者責任著者

Resolution of Singularities Introduced by Hierarchical Structure in Deep Neural Networks 

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 28(10) 2282-2293 2017年10月  査読有り筆頭著者責任著者

On the Singularity in Deep Neural Networks 

Proceedings of the 23rd International Conference on Neural Information Processing, ICONIP2016-Kyoto, Part IV, LNCS 9950 389-396 2016年  査読有り筆頭著者責任著者

Performance Bounds of Quaternion Estimators 

IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS 26(12) 3287-3292 2015年12月  査読有り

Complex-Valued Neurocomputing and Singular Points 

ARCHIVES OF NEUROSCIENCE 2(4) 2015年10月  査読有り招待有り筆頭著者責任著者

Learning Dynamics of a Single Polar Variable Complex-Valued Neuron 

NEURAL COMPUTATION 27(5) 1120-1141 2015年5月  査読有り筆頭著者

Natural Gradient Descent for Training Stochastic Complex-Valued Neural Networks 

International Journal of Advanced Computer Science and Applications 5(7) 193-198 2014年  査読有り筆頭著者責任著者

Plateau in a Polar Variable Complex-Valued Neuron 

Proceedings of the 6th International Conference on Agents and Artificial Intelligence, ICAART2014-Anger 1 526-531 2014年  査読有り筆頭著者責任著者

Local Minima in Hierarchical Structures of Complex-Valued Neural Networks 

NEURAL NETWORKS 43 1-7 2013年7月  査読有り筆頭著者責任著者