Connectionists: [CFP] Special Session on COMPLEX VALUED AND QUATERNIONIC NEURAL NETWORKS: THEORY AND APPLICATIONS at IJCNN 2023

[Marcos Eduardo Valle (IMECC-Unicamp)]

Special Session – COMPLEX VALUED AND QUATERNIONIC NEURAL NETWORKS: THEORY
AND APPLICATIONS

International Joint Conference on Neural Networks (IJCNN 2023)

June 18 - June 23, 2023, Gold Coast Convention and Exhibition Centre
Queensland,

Australia.
Webpages (for further information):

IJCNN 2023: https://2023.ijcnn.org/

Special Session:
https://www.eis.t.u-tokyo.ac.jp/~ahirose/tmp/IJCNN2023SPECIALSESSION_GRM_AH.pdf
Aim and Scope:

Innovations in Artificial Neural Networks (ANNs) lead to rich and elegant
theory of Complex Valued Neural Networks (CVNNs), Quaternionic Neural
Network (QNNs) alongwith interesting applications. In the past decade,
research efforts in these areas have accelerated leading to new research
directions related to Hypercomplex-Valued Neural Networks (HVNNs)
(particularly based on geometric and algebraic properties related to
hypercomplex numbers including quaternions). CVNNs naturally arise in
applications dealing with electromagnetic waves, quantum waves and other
wave phenomena. Also, quaternionic neural networks found many applications
in modeling three and four dimensional data, processing of colour and
polarimetric SAR images etc. In spite of development of large body of
knowledge (theory and applications), new research problems such as
generalization of real valued ANN architectures, training algorithms to
CVNNs, QNNs naturally arise. Furthermore, applications of CVNNs, QNNs in
research areas such as pattern recognition, classification, nonlinear
filtering, brain-computer interfaces, time-series prediction, intelligent
image processing, bio-informatics, robotics etc are emerging naturally.
This special session is aimed at providing a forum for organized and
comprehensive exchange of ideas, presentation of research results and
discussion of novel trends in CVNNs, QNNs. We fondly hope that this special
session will attract renowned speakers, experienced/young research scholars
who aspire to contribute to CVNN, QNN community. We expect the session to
inspire and benefit computational intelligence researchers, other than
specialists who require latest tools related to ANNs.
List of Topics:

The special session invites research papers dealing with all aspects of
CVNNs, QNNs. Theoretical advances as well as applied contributions are
welcome. Also, interdisciplinary contributions from related areas
overlapping with the scope of the special session are welcome. Topics
include, but are not limited to


   -

   Complex Valued Neural Networks (CVNNs) with multivalued neurons
   -

   Novel complex valued, quaternionic activation functions
   -

   Complex Valued, Quaternionic Deep Neural Networks
   -

   Complex Valued, nonlinear adaptive filters
   -

   Complex Valued, Quaternionic Recurrent Neural Networks
   -

   Theoretical research efforts related to CVNNs, QNNs
   -

   Novel Learning algorithms for CVNNs, QNNs
   -

   Classification, Pattern Recognition and time series prediction using
   CVNNs, QNNs
   -

   CVNNs, QNNs applied to Classification of Spatio-Temporal Data
   -

   CVNNs, QNNs operating on Frequency Domain Data
   -

   Applications of CVNNs, QNNs in Speech, Image, Video processing and
   Bio-informatics (e.g. genomics
   -

   Quantum Neural Networks
   -

   CVNNs, QNNs in Human Computer Interaction, Robotics

Important Dates:

   -

   Paper Submission: January 31, 2023
   -

   Notification of Acceptance: March 31, 2023

Organizers:

Garimella Rama Murthy (Mahindra University, Hyderabad, India)

Akira Hirose (University of Tokyo, Japan)

Danilo Mandic (Imperial College, London, UK)

Igor Aizenberg (Manhattan College, USA)
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