Mathematical Problems in Engineering

Big Data Modelling of Engineering and Management 2022


Publishing date
01 Sep 2022
Status
Published
Submission deadline
13 May 2022

Lead Editor

1Hwa Hsia University of Technology, New Taipei City, Taiwan

2Zhejiang University, Hangzhou, China

3Anhui University, Anhui, China

4Macau University of Science and Technology, Macau, Macau, Macau


Big Data Modelling of Engineering and Management 2022

Description

Big data is a collection of data that cannot be captured, managed, and processed by conventional software tools in a certain period of time. It is a massive, high growth rate and diversified information asset. It needs a new processing mode to have stronger decision-making power, insight, discovery power and process optimization ability.

Big data analysis can be carried out through several methods, such as web crawlers, databases and data warehouses, analysis, visualization and big data mining algorithms. Among them, web crawlers are a popular analysis technology in recent years. They can extract numerical value or text data from a web page and format it into analysis data. In addition to using Python language, this technology can also be implemented by some software packages. Big data mining algorithms need to deal with a large number of data. And the speed of dealing is also considered. These algorithms include optimization technology (such as gradient descent algorithm, particle swarm optimization algorithm, etc.), mathematical modeling or other prediction technology (e.g., neural network, Bayesian classification, rough set, decision tree, etc.), decision analysis technology (such as grey decision, multi-criteria decision, etc.), Performance evaluation technology (e.g., data envelopment analysis, fuzzy comprehensive evaluation, etc.). Because these data mining algorithms have been rarely studied together with big data in the past, especially applied to engineering problems, there are great challenges when applying these data mining algorithms to big data.

The aim of this Special Issue is to bring together original research and review articles with a focus on the combination of big data and data mining technology to solve the challenges of applying data mining algorithms to big data problems. Submissions including big data, mathematical modeling and various data mining algorithms, which are applied in different fields such as engineering and management are welcome.

Potential topics include but are not limited to the following:

  • Information and network theorem
  • Algorithm model of Internet of things based on artificial intelligence (AI)
  • Mathematical function of objective programming
  • Production and operation function models
  • Quality control and fuzzy evaluation
  • Multi-criteria decision making and fuzzy evaluation
  • Differential equation and prediction
  • Capital asset pricing models
  • Social network models
  • Other computing methods (e.g., rough set or chaos theory) related to engineering and management

Articles

  • Special Issue
  • - Volume 2022
  • - Article ID 7555251
  • - Research Article

Prediction of Epidemic Transmission Path and Risk Management Method in Urban Subway

Xiaojun Xu | Sen Xiong | ... | Rong Qin
  • Special Issue
  • - Volume 2022
  • - Article ID 8313881
  • - Research Article

A Determining Method of the Project Quality Guarantee Deposit under the Condition of Asymmetric Information with the Contractor’s Credit Level into Consideration

Xiangtian Nie | Ye Zheng | ... | Bo Wang
  • Special Issue
  • - Volume 2022
  • - Article ID 4594623
  • - Research Article

Urban Llandscape Design and Maintenance Management Based on Multisource Big Data Fusion

Lizhong Zhang
  • Special Issue
  • - Volume 2022
  • - Article ID 7321073
  • - Research Article

Application Research of Graphic Design Based on Information Resource-Sharing and Big Data Technology

Dan Xu
  • Special Issue
  • - Volume 2022
  • - Article ID 9432413
  • - Research Article

The Best Decision for E-Commerce Funds Transfer Based on Cloud Computing Technique

Dongmei Wang | Guangqin Li
  • Special Issue
  • - Volume 2022
  • - Article ID 4325984
  • - Research Article

Information Resource Sharing Based on University Dance Big Data Management and Utilization System Design

Rui Liu | Lei Wang
  • Special Issue
  • - Volume 2022
  • - Article ID 8024309
  • - Research Article

Business Model and Management Decision-Making Method of Comprehensive Apartments for the Elderly

Zhongyi Gong | Keyin Jiang
  • Special Issue
  • - Volume 2022
  • - Article ID 7985899
  • - Research Article

Coupling Coordination Degree of City-Industry Integration in Shanghai Based on Entropy Evaluation Method

Lin Su | Jingjing Jia
  • Special Issue
  • - Volume 2022
  • - Article ID 6922554
  • - Research Article

Integration of SOM and PCA for Analyzing Sports Economic Data and Designing a Management System

Lijing Cao
  • Special Issue
  • - Volume 2022
  • - Article ID 8283152
  • - Research Article

Application of Mirror Materials in Wood Furniture Manufacturing Process Based on Big Data Analysis

Yan Yang
Mathematical Problems in Engineering
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Acceptance rate11%
Submission to final decision118 days
Acceptance to publication28 days
CiteScore2.600
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