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 2317397
  • - Research Article

Research on Performance Management Evaluation of Public Sports Venues Based on GFAHP

Lei Li | Yixiong Xu | ... | Yang Liu
  • Special Issue
  • - Volume 2022
  • - Article ID 4381776
  • - Research Article

Application of Big Data in Evaluation of Agricultural Products E-Commerce under the Background of Rural Revitalization

Jinli Sun
  • Special Issue
  • - Volume 2022
  • - Article ID 2720959
  • - Research Article

Analysis of College Art Teaching System under the Background of Video Big Data Technology

Feifei Duan | Xiawei Lu
  • Special Issue
  • - Volume 2022
  • - Article ID 4364295
  • - Research Article

Optimization of the Economic and Trade Management Legal Model Based on the Support Vector Machine Algorithm and Logistic Regression Algorithm

Zhihai Nie | Xue Bai | ... | Jin Wu
  • Special Issue
  • - Volume 2022
  • - Article ID 6437586
  • - Research Article

Analysis of the Impact of Equity Incentive on Performance Management Based on Balanced Integral Method

Na Zhou | Kunjing Dong | ... | Congshang Yang
  • Special Issue
  • - Volume 2022
  • - Article ID 3464221
  • - Research Article

Decision-Making and Management Method of Public Cultural Service Consumption Preference Based on Multisource Big Data Fusion

Baojing Zhong | Chuan Zhang | Bo Li
  • Special Issue
  • - Volume 2022
  • - Article ID 7953613
  • - Research Article

Interactive Design and Management Method of Art Teaching System in Colleges and Universities under the Background of Big Data

Zejun Huang
  • Special Issue
  • - Volume 2022
  • - Article ID 3561871
  • - Research Article

A Structural Equation Model-Based Study of the Effect of Perceived Risk of Performance on the Consumption Behaviour of Soccer Spectators

Junjie Li | Jiaben Su
  • Special Issue
  • - Volume 2022
  • - Article ID 3257096
  • - Research Article

Feature Extraction Method of Electronic Information Based on Statistical Correlation

Zhengkai Sun | Haidong Yang
  • Special Issue
  • - Volume 2022
  • - Article ID 6507988
  • - Research Article

Construction and Application of Medical Economic Information System under Big Data

Xiaopeng Yu | Chuanjia Yang | Jing 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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