posted by organizer: hongyangchen || 1858 views || tracked by 3 users: [display]

IEEE JSTSP SI on Tensor 2020 : CFP for IEEE JSTSP special issue of Tensor decomposition

FacebookTwitterLinkedInGoogle

Link: https://signalprocessingsociety.org/blog/ieee-jstsp-special-issue-tensor-decomposition-signal-processing-and-machine-learning
 
When N/A
Where N/A
Submission Deadline Jul 1, 2020
Notification Due Sep 1, 2020
Final Version Due Jan 15, 2021
 

Call For Papers

CALL FOR PAPERS

IEEE Journal of Selected Topics in Signal Processing
Special Issue on Tensor Decomposition for Signal Processing and Machine Learning

Tensor decomposition, also called tensor factorization, is very useful for representing and analyzing multidimensional data. Tensor decomposition has been applied in signal processing (speech, audio, communications, radar, biomedicine), machine learning (clustering, dimensionality reduction, latent factor models, subspace learning), and beyond. Tensor decomposition helps us to learn a variety of models, including community models, probabilistic context-free-grammars, the Gaussian mixture model, and two-layer neural networks.

The multidimensional nature of the signals and even “bigger” data provide a good opportunity to exploit tensor-based models and tensor network, with the aim of meeting the strong requirements on flexibility, convergence, and efficiency. Although considerable research has been done on this subject, there are many challenges still outstanding that need to be explored, like high computational cost of algorithms, tensor deflation, massive tensor decomposition, etc. The goal of this special issue is to attract high quality papers containing original research on tensor methods, tensor decompositions for signal processing and machine learning, and their applications in big data, social network, biomedical and healthcare, advanced data-driven information and communication technology (ICT) systems and others.

Potential topics include, but are not limited, to the following:

· New tensor decompositions and uniqueness issues of tensor models
· Low-rank approximations
· Fast and robust tensor decompositions
· Novel algorithms for existing tensor decomposition models
· Optimization problems related to tensor models
· Tensor-based detection and parameter estimation
· Tensor decomposition for 5G/B5G wireless communications
· Tensor-based data-driven networking
· Tensor processing and analysis in social networks
· Tensor decomposition for industry internet of things
· Spatial temporal data via tensor factorization
· Computer vision with tensor method
· Biomedical, healthcare, and audio signal processing with tensors
· Pattern recognition and neural networks with tensor decomposition

Submission Guidelines:
Prospective authors should follow the instructions on the IEEE JSTSP webpage https://signalprocessingsociety.org/publications-resources/ieee-journal-selected-topics-signal-processing and submit their manuscripts at http://mc.manuscriptcentral.com/jstsp-ieee.

Important Dates:
Manuscript submissions due: July 1, 2020
First review due: September 1, 2020
Revised manuscript due: November 1, 2020
Second review due: December 15, 2020
Final manuscript due: January 15, 2021

Guest editors:
Hongyang Chen (Lead GE), Fujitsu Ltd, Japan (hongyang.chen@fujitsu.com)

Sergiy Vorobyov, Aalto University, Finland (svor@ieee.org, sergiy.vorobyov@aalto.fi)

Hing Cheung So, City University of Hong Kong, China (hcso@ee.cityu.edu.hk)

Fauzia Ahmad, Temple University, Philadelphia, USA (fauzia.ahmad@temple.edu)

Fatih Porikli, Australian National University, Australia (fatih.porikli@anu.edu.au)

Related Resources

Computer SI on SE4RAI 2023   IEEE Computer - Special Issue on Software Engineering for Responsible AI
IEEE MM SI: Immersive MM in Edge/Cloud 2022   IEEE MultiMedia Special Issue on Immersive Multimedia in Advanced Edge/Cloud Architectures
IEEE WCCI 2022   IEEE World Congress on Computational Intelligence
DSN 2022   The 52nd Annual IEEE/IFIP International Conference on Dependable Systems and Networks
IEEE SEAI--EI Compendex, Scopus 2022   2022 2nd IEEE International Conference on Software Engineering and Artificial Intelligence (SEAI 2022)--EI Compendex, Scopus
IEEE--ICCIA--EI, Scopus 2022   IEEE--2022 7th International Conference on Computational Intelligence and Applications (ICCIA 2022)--EI Compendex, Scopus
Micro - Compiling for Accelerators 2022   IEEE Micro Special Issue on Compiling for Accelerators
CIFEr 2022   IEEE Computational Intelligence for Financial Engineering and Economics
IEEE MAPE--EI Compendex, Scopus 2022   2022 IEEE the 9th International Symposium on Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications (IEEE MAPE 2022)--EI Compendex, Scopus
IEEE MAPE--EI, Scopus 2022   2022 IEEE the 9th International Symposium on Microwave, Antenna, Propagation and EMC Technologies for Wireless Communications (IEEE MAPE 2022)--EI Compendex, Scopus