Tohru Nitta

发表

Erratum: "the uniqueness Theorem for Complex-Valued Neural Networks with Threshold Parameters and the Redundancy of the Parameters"

Tohru Nitta, 2009, Int. J. Neural Syst..

Modeling human mind

Kenji Nishida, Tohru Nitta, Hiroaki Inayoshi, 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

Resolution of Singularities Introduced by Hierarchical Structure in Deep Neural Networks

Tohru Nitta, T. Nitta, 2017, IEEE Transactions on Neural Networks and Learning Systems.

Orthogonal Decision Boundaries and Generalization of Complex-Valued Neural Networks

Tohru Nitta, 2003 .

Natural Gradient Descent for Training Stochastic Complex-Valued Neural Networks

Tohru Nitta, 2014 .

The Stability of the Solution in Fully Connected Neural Networks with the Encouragement Factor

Tohru Nitta, 1998, ICONIP.

On the Singularity in Deep Neural Networks

Tohru Nitta, T. Nitta, 2016, ICONIP.

Learning Transformations with Complex-Valued Neurocomputing

Tohru Nitta, T. Nitta, 2012, Int. J. Organ. Collect. Intell..

Emotion Memory Model

Kenji Nishida, Tohru Nitta, Toshio Tanaka, 1999, Applied Informatics.

The Computational Power of Complex-Valued Neuron

Tohru Nitta, 2003, ICANN.

Complex-Valued Neural Networks

Tohru Nitta, 2009, Encyclopedia of Artificial Intelligence.

Widely Linear Processing of Hypercomplex Signals

Tohru Nitta, 2011, ICONIP.

On the critical points of the complex-valued neural network

Tohru Nitta, T. Nitta, 2002, Proceedings of the 9th International Conference on Neural Information Processing, 2002. ICONIP '02..

An Analysis of the Fundamental Structure of Complex-Valued Neurons

Tohru Nitta, 2004, Neural Processing Letters.

Redundancy of the parameters of the complex-valued neural network

Tohru Nitta, T. Nitta, 2002, Neurocomputing.

The Supremum and the Infimum of the Encouragement Factor in the Gaussian Machine

Tohru Nitta, 1997, ICONIP.

Complex-Valued Neurocomputing and Singular Points

Tohru Nitta, T. Nitta, 2015 .

On the decision boundaries of hyperbolic neurons

Tohru Nitta, Sven Buchholz, T. Nitta, 2008, 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence).

Local minima in hierarchical structures of complex-valued neural networks

Tohru Nitta, T. Nitta, 2013, Neural Networks.

The uniqueness theorem for complex-valued neural networks and the redundancy of the parameters

Tohru Nitta, T. Nitta, 2003, Systems and Computers in Japan.

Applications of Clifford’s Geometric Algebra

Yasuaki Kuroe, Eckhard Hitzer, Tohru Nitta, 2013, ArXiv.

On the inherent property of the decision boundary in complex-valued neural networks

Tohru Nitta, 2003, Neurocomputing.

AN ANALYSIS OF A STOCHASTIC RESOURCE ALLOCATION MODEL WITH VARIOUS UTILITY FUNCTIONS

Tohru Nitta, 1989 .

Learning Dynamics of a Single Polar Variable Complex-Valued Neuron

Tohru Nitta, 2015, Neural Computation.

Solving the XOR problem and the detection of symmetry using a single complex-valued neuron

Tohru Nitta, T. Nitta, 2003, Neural Networks.

Hypercomplex Widely Linear Estimation Through the Lens of Underpinning Geometry

Danilo P. Mandic, Masaki Kobayashi, Tohru Nitta, 2019, IEEE Transactions on Signal Processing.

An Extension of the Back-Propagation Algorithm to Complex Numbers

Tohru Nitta, T. Nitta, 1997, Neural Networks.

The uniqueness Theorem for Complex-Valued Neural Networks with Threshold Parameters and the Redundancy of the Parameters

Tohru Nitta, T. Nitta, 2008, Int. J. Neural Syst..

Construction of Neural Networks that Do Not Have Critical Points Based on Hierarchical Structure

Tohru Nitta, 2013 .

Ability of the 1-n-1 Complex-Valued Neural Network to Learn Transformations

Tohru Nitta, 2011 .

Neural Networks with Comparatively Few Critical Points

Tohru Nitta, T. Nitta, 2013, KES.

Orthogonality of Decision Boundaries in Complex-Valued Neural Networks

Tohru Nitta, T. Nitta, 2004, Neural Computation.

Reducibility of the Complex-valued Neural Network

Tohru Nitta, Aist Tsukuba, T. Nitta, 2004 .

Complex-valued Neural Networks: Utilizing High-dimensional Parameters

Tohru Nitta, 2009 .

Hyperbolic Gradient Operator and Hyperbolic Back-Propagation Learning Algorithms

Yasuaki Kuroe, Tohru Nitta, T. Nitta, 2018, IEEE Transactions on Neural Networks and Learning Systems.

Sufficient conditions for neural networks not to have critical points based on the hierarchical structure

Tohru Nitta, 2013 .

'Neuronoid', a new model of neuron, detects the 'coincidence with delays'

Kenji Nishida, Tohru Nitta, Hiroaki Inayoshi, 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

Weight Initialization without Local Minima in Deep Nonlinear Neural Networks pdf

Tohru Nitta, 2018, ArXiv.

Plateau in a Polar Variable Complex-valued Neuron

Tohru Nitta, 2014, ICAART.

Performance Bounds of Quaternion Estimators

Danilo P. Mandic, Yili Xia, Cyrus Jahanchahi, 2015, IEEE Transactions on Neural Networks and Learning Systems.

A Theoretical Foundation for the Widely Linear Processing of Quaternion-Valued Data

Tohru Nitta, 2013 .

Chapter 4 - Complex-Valued Neural Network and Complex-Valued Backpropagation Learning Algorithm

Tohru Nitta, T. Nitta, 2008 .

A computational model of personality

Tohru Nitta, 2002 .

Learning Dynamics of the Complex-Valued Neural Network in the Neighborhood of Singular Points

Tohru Nitta, 2014 .