Mathematical Problems in Engineering

Multivariate and Big Data Modeling and Related Issues


Publishing date
01 Dec 2022
Status
Published
Submission deadline
29 Jul 2022

Lead Editor
Guest Editors

1National University of Sciences and Technology, Islamabad, Pakistan

2King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia

3Uludag University, Uludag, Turkey


Multivariate and Big Data Modeling and Related Issues

Description

Traditional data sets are being replaced by high-dimensional data structures known as big data sets as technology advances. This has been seen in practically every field of research, including dependability, life testing, econometrics, meteorology, actuarial science, biology, chemistry, and other disciplines. On the plus side, quantitative methodologies developed in recent decades in the fields of multivariate data analysis and machine learning have paved the way for advancements in tackling current data-based concerns. They are of practical and theoretical relevance to scientists from various disciplines.

Predictive regression models, classification models, clustering, and dimension reduction techniques are among the most recent data analysis tools. The key issue is dealing with the complexity of substantial data sets, which may be solved utilising hybrid machine learning methodologies. The key difficulties include data complexity, a lack of basic knowledge of Big Data, data expansion concerns, and suitable Big Data tool selection.

This Special Issue accepts theoretical and empirical research articles that investigate the multifaceted analysis, as well as offering a venue for scholars and the big data analysis sector to share their insights and creative ways to data analysis. We welcome contributions of original research and reviews to focus on the pragmatic application of multivariate data analysis techniques and machine learning models to specific themes in big data analysis are of special relevance.

Potential topics include but are not limited to the following:

  • Big data analysis
  • Dimensionality issues include advanced methods of principal component analysis, factor analysis
  • Multivariate linear, nonlinear, and spline regression are examples of predictive modelling
  • Classification techniques include linear discriminate analysis, support vector machine, neural network, and k-nearest neighborhood classification, among others
  • Clustering approaches include flat and hierarchical clustering
  • Performance indicators for prediction, classification, and clustering procedures

Articles

  • Special Issue
  • - Volume 2023
  • - Article ID 7184528
  • - Research Article

Bayesian Estimation of a Geometric Life Testing Model under Different Loss Functions Using a Doubly Type-1Censoring Scheme

Nadeem Akhtar | Sajjad Ahmad Khan | ... | Sadaf Manzoor
  • Special Issue
  • - Volume 2023
  • - Article ID 4218032
  • - Research Article

Credit Rating Model of Family Farms and Ranches Based on Dynamic Dichotomous DEA

Qinjin Zhang | Zhanjiang Li
  • Special Issue
  • - Volume 2023
  • - Article ID 6996280
  • - Research Article

Triple Homogeneously Weighted Moving Average Charts for Monitoring Process Dispersion

Majid Khan | Zahid Rasheed | ... | Jimmy Joseph Namangale
  • Special Issue
  • - Volume 2023
  • - Article ID 6048891
  • - Research Article

A Distributed Framework for Predictive Analytics Using Big Data and MapReduce Parallel Programming

P. Natesan | V. E. Sathishkumar | ... | Shaikh Muhammad Allayear
  • Special Issue
  • - Volume 2023
  • - Article ID 4830716
  • - Research Article

Novel Approaches to Identify Clusters Using Independent Components Analysis with Application

Saima Afzal | Muhammad Mutahir Iqbal | ... | Sadiah M. A. Aljeddani
  • Special Issue
  • - Volume 2022
  • - Article ID 3813952
  • - Research Article

Improved Estimation of Finite Population Variance Using Dual Supplementary Information under Stratified Random Sampling

Sohaib Ahmad | Sardar Hussain | ... | Ronald Onyango
  • Special Issue
  • - Volume 2022
  • - Article ID 9457730
  • - Research Article

Classification of Thoracic Diseases Based on Chest X-ray Images Using Kernel Support Vector Machine

Rijah Khan | Tahir Mehmood
  • Special Issue
  • - Volume 2022
  • - Article ID 2938878
  • - Research Article

Efficient Control Charting Scheme for the Process Location with Application in Automobile Industry

Syed Masroor Anwar | Somayya Komal | ... | Majid Khan
  • Special Issue
  • - Volume 2022
  • - Article ID 8460837
  • - Research Article

Modeling the Factors Associated with Incomplete Immunization among Children

Shahla Faisal | Faisal Maqbool Zahid | ... | Bright Opoku Ahinkorah
  • Special Issue
  • - Volume 2022
  • - Article ID 7025433
  • - Research Article

Nonlinear Effect of Urbanization on the Gap between Urban and Rural Elementary Education in China

Fangyu Ju | Shuqing Wang | Wei Lin

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