Journal of Mathematics

Novel Approaches in Graph and Complexity-Based Data Analysis and Processing


Publishing date
01 May 2022
Status
Published
Submission deadline
24 Dec 2021

Lead Editor
Guest Editors

1Gomal University, Dera Ismail Khan, Pakistan

2Rzeszów University, Rzeszów, Poland

3Universiti Malaysia Terengganu, Terengganu, Malaysia


Novel Approaches in Graph and Complexity-Based Data Analysis and Processing

Description

The relationship between analyzed objects, signal processing, and sensing points is incredibly beneficial for data processing. An entirely new domain of data comes from the structure of the graph, which concisely and naturally considers the relations of irregular data in the definition of the problem along with the corresponding data connectivity. Due to the introduction of new relations among time-series samples based on graphs, the idea of signal analysis and rendering augmented data processing has been initiated.

Graph theory is a well-established research field, however, not until recently, it has become a popular research topic due to its ability to investigate underlying data instead of data and signals on graphs. In addition, with the help of entropy-like measures, entropy measures and complexity measures were updated recently. This emphasized multi-dimensional extension of the idea with an immense inclination towards similarity quantification and coupling between time series and its system components. Current research aims to elaborate complexity measures, their relationships, and the appropriate selection of parameters for practical applications.

The aim of this Special Issue is to bring together original research review articles on discussing graph and complexity-based data analysis and processing. Submissions can include graph theory and graph-based data classification and clustering, graph neural networks, graph topology, learning from data, and graph theory in fuzzy systems. We also welcome research about dynamic graph structure, vertex–frequency, and wavelet analysis of signals on graphs. Moreover, submissions should include graph complexity and the complexity of signals on graphs, entropy, and entropy-like measures.

Potential topics include but are not limited to the following:

  • Graph and graph-based data classification and clustering
  • Graph neural network
  • Graph topology learning from data
  • Dynamic fuzzy graph structure
  • Vertex–frequency and wavelet analysis of signals on graphs
  • Graph complexity and the complexity of signals on graphs
  • Entropy and entropy-like measures
  • Complexity measures
  • Classical signal and image processing assisted by graph theory
  • Graph filtering and adaptive processing
  • Interpolation, subsampling, and downscaling of graph signals and graphs
  • Applications of graph data processing
  • Fuzzy set and graph applications
  • Complexity measures and fuzzy logics
  • Applications of fuzzy graph data processing

Articles

  • Special Issue
  • - Volume 2024
  • - Article ID 9847963
  • - Retraction

Retracted: Morphological Bias of Ancient Artifacts: A Case Study of Incense Burners in Ming and Qing Dynasties

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9859646
  • - Retraction

Retracted: A Study on Students’ Satisfaction with Classroom Teaching of Independent Adult Universities Based on SERVQUAL and IPA Models, Taking Beijing Haidian Adult University as an Example

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9814325
  • - Retraction

Retracted: An English Online Homework Tutoring System Supported by Internet Database

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9871350
  • - Retraction

Retracted: Optimisation of Driver’s Traffic Literacy Evaluation Index from the Perspective of Information Contribution Sensitivity

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9872547
  • - Retraction

Retracted: Rough Set Construction and Entropy Weight Evaluation of Urban Higher Education Resource Carrying Capacity Based on Big Data

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9836324
  • - Retraction

Retracted: The Impact of Convention and Exhibition Industry on Regional Economic Development Based on Grey Relational Model

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9802386
  • - Retraction

Retracted: Evaluation Algorithm of Ecological Energy-Saving Effect of Green Buildings Based on Gray Correlation Degree

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9813159
  • - Retraction

Retracted: Research on the Model of Distance Education Resource Integration from the Perspective of Comparative Education

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9854510
  • - Retraction

Retracted: A Novel Approach to Automate Complex Software Modularization Using a Fact Extraction System

Journal of Mathematics
  • Special Issue
  • - Volume 2024
  • - Article ID 9879804
  • - Retraction

Retracted: Deep Neural Network Model Forecasting for Financial and Economic Market

Journal of Mathematics
Journal of Mathematics
 Journal metrics
See full report
Acceptance rate14%
Submission to final decision138 days
Acceptance to publication22 days
CiteScore1.500
Journal Citation Indicator1.140
Impact Factor1.4
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