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RIEC Cooperative Research Project Symposium FY 2020 (in 2021), Tohoku University (online)

"High-dimensional Neurodynamics and its Development Toward Neuro-hardware realization" Project

held by RIEC Tohoku University with leaders Akira Hirose and Shigeo Sato, TF-CVNN members
in coopration with "Clifford Algebra and Its Applications" Working Group, SICE


Tohoku Univ., RIEC, Nation-wide Cooperative Research Projects
Leaders: Akira Hiorse (The University of Tokyo), Shigeo Sato (Tohoku University)
2 March 2021, RIEC, Tohoku University (Zoom)

March 2 (Tue), 2021
14:00 - 14:25@Yicheng Song, Akira Hirose, "An adaptive ground penetrating radar based on phasor-quaternion self-organization map (PQSOM)g
14:25 - 14:50@Shuto Hongo, Teijiro Isokawa, Nobuyuki Matsui, "Construction and performance evaluation of quaternion convolutional neural networks"
14:50 - 15:15@Tatsuya Taguri, Teijiro Isokawa, Nobuyuki Matsui, "Time-sequential data prediction using quaternion quantum bit neural networks"
15:15 - 15:30 (break)
15:30 - 15:55 Tohru Nitta, Hui Hu Gan, "Basic structure of orthogonal variable commutative quaternion neurons"
15:55 - 16:20@Tetsuro Itami, "Is superposition principle a necessary condition for quantum computing?"
16:20 - 16:45@Yasuaki Kuroe, "Bifurcation realization through neural learning"
16:45 - 17:00 (break)
17:00 - 17:45 Isao Yamada, "A pair of fixed point strategies with proximal splitting operators for certain inverse problems in a data science"
17:45 - 18:10 Eckhard Hitzer, "Air borne laserscanning data adjustment with conformal geometric algebra"




WCCI-IJCNN 2020 Glasgow (online) Special Session on Complex-Valued Neural Networks
Special Session on Complex-Valued and Quaternion Neural Networks in WCCI-IJCNN 2020 Glasgow (online)

organized by Danilo Mandic, Igor Aizenberg and Akira Hirose


Special Session I-SS40: Complex-valued and Quaternionic Neural Networks: Theory and Applications
Wednesday, July 22, 3:30PM-5:30PM, Room: IJCNN Room 3, Chair: Akira Hirose

3:30PM Similar land-form discovery: Complex absolute-value max pooling in complex-valued convolutional neural networks in interferometric synthetic aperture radar [#20478]
Yuki Sunaga, Ryo Natsuaki and Akira Hirose
The University of Tokyo, Japan
3:50PM Impulse Noise Filtering using MLMVN [#20610]
Olivia Keohane and Igor Aizenberg
Manhattan College, United States
4:10PM Constructing Convolutional Neural Networks Based on Quaternion [#21105]
Shuto Hongo, Teijiro Isokawa, Nobuyuki Matsui, Haruhiko Nishimura and Naotake Kamiura
Graduate School of Engineering. University of Hyogo, Japan; University of Hyogo, Japan; Graduate School of Applied Informatics. University of Hyogo, Japan
4:30PM Time Series Prediction by Quaternionic Qubit Neural Network [#21112]
Takuya Teguri, Teijiro Isokawa, Nobuyuki Matsui, Haruhiko Nishimura and Naotake Kamiura
Graduate School of Engineering, University of Hyogo, Japan; University of Hyogo, Japan; Graduate School of Applied Informatics, University of Hyogo, Japan
4:50PM Four Models of Hopfield-Type Octonion Neural Networks and Their Existing Conditions of Energy Functions [#20572]
Yasuaki Kuroe, Hitoshi Iima and Yutaka Maeda
Kansai University, Japan; Kyoto Institute of Technology, Japan
5:10PM Extreme Learning Machines on Cayley-Dickson Algebra Applied for Color Image Auto-Encoding [#20869]
Guilherme Vieira and Marcos Eduardo Valle
University of Campinas, Brazil



RIEC Cooperative Research Project Symposium 2019, Tohoku University

"High-dimensional Neurodynamics and its Development Toward Neuro-hardware realization" Project

held by RIEC Tohoku University with leaders Akira Hirose and Shigeo Sato, TF-CVNN members
in coopration with "Clifford Algebra and Its Applications" Working Group, SICE


Tohoku Univ., RIEC, Nation-wide Cooperative Research Projects
Leaders: Akira Hiorse (The University of Tokyo), Shigeo Sato (Tohoku University)
December 23-24, 2019, RIEC, Tohoku University

December 23 (Mon), 2019
14:30 - 14:55@Akira Hirose, "Big data processing in synthetic aperture radarg
14:55 - 15:20@Tomoki Kaneko, Akira Hirose, gSatellite communications channel prediction using quaternion neural netwroks"
15:20 - 15:45@Takehiro Ichimura, Ryosho Nakane, Gouhei Tanaka, Akira Hirose, "Information distribution in a spin-wave reservoir computing chip"
15:45 - 16:00 (break)
16:00 - 16:25 Tetsuro Itami, Nobuyuki Matsui, Teijiro Isokawa, gQuantum computing based on macro systems and omnidirectional mobile robotsg
16:25 - 16:50@Isao Yamada gOn the linearly involved generalized moreau enhanced model for sparse signal processing and the proximal splitting algorithm"
16:50 - 17:15@Yasuaki Kuroe, gRecurrent spiking neural networks realizing various firing patterns: Learning dynamics and applications"

December 24 (Tue), 2019
9:30-11:00 Free discussion: High-dimensional neural networks -- Project Future Plan (schedule changed)


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