Wireless Communications and Mobile Computing

Deep Feature Learning for Big Data


Publishing date
01 May 2021
Status
Closed
Submission deadline
08 Jan 2021

Lead Editor

1Hong Kong Polytechnic University, Hong Kong

2King Saud University, Riyadh, Saudi Arabia

3Georgia State University, Atlanta, USA

4University of Hong Kong, Hong Kong

This issue is now closed for submissions.
More articles will be published in the near future.

Deep Feature Learning for Big Data

This issue is now closed for submissions.
More articles will be published in the near future.

Description

The rapid growth of data has brought valuable resources to many industries, and at the same time has brought severe challenges to many fields. The effective use of feature learning technology can discover the hidden rules in big data and tap the potential value of big data, thereby predicting future development, which will greatly promote the overall development of the global economy and society.

As a typical technique of feature learning, deep learning employs supervised or unsupervised strategies to automatically learn multi-layer representations of data and has been successfully applied to the fields of speech recognition, collaborative filtering, and image processing. Although deep learning has made some progress in data feature learning, it still faces many scientific challenges. For example, when the data have the characteristics of inaccuracy, incompleteness, imbalance, etc., the learning results of the algorithms and models will be seriously affected.

Therefore, this Special Issue aims to seek high-quality papers from academics and industry-related researchers of big data, machine learning, and artificial intelligence, who conduct research on the shortcomings of deep learning models in big data feature learning and present the most recently advanced methods and applications.

Potential topics include but are not limited to the following:

  • Big Data theory and methods
  • Feature learning
  • Machine Learning and Deep Learning
  • Knowledge discovery for Big Data
  • Domain adaption and transfer learning
  • Computer vision
  • Virtual reality
  • Natural language processing
  • Big Data for healthcare
  • Big Data analysis and applications in other fields

Articles

  • Special Issue
  • - Volume 2021
  • - Article ID 6645803
  • - Research Article

Intelligent Channel Allocation for Age of Information Optimization in Internet of Medical Things

Kefeng Wei | Lincong Zhang | Shupeng Wang
  • Special Issue
  • - Volume 2021
  • - Article ID 5577735
  • - Research Article

A New Algorithm for Sketch-Based Fashion Image Retrieval Based on Cross-Domain Transformation

Haopeng Lei | Simin Chen | ... | Sibo Li
  • Special Issue
  • - Volume 2021
  • - Article ID 5514003
  • - Research Article

RAPOT: An Adaptive Multifactor Risk Assessment Framework on Public Opinion for Trial Management

Weina Jiang | Qi Yong | ... | Yuze Luo
  • Special Issue
  • - Volume 2021
  • - Article ID 6630802
  • - Research Article

A Method of Surface Defect Detection of Irregular Industrial Products Based on Machine Vision

Mengkun Li | Junying Jia | ... | Yue Zhang
  • Special Issue
  • - Volume 2021
  • - Article ID 5517500
  • - Research Article

An Approach of Linear Regression-Based UAV GPS Spoofing Detection

Lianxiao Meng | Lin Yang | ... | Wu Yang
  • Special Issue
  • - Volume 2021
  • - Article ID 5577530
  • - Research Article

Reconstructing 3D Model from Single-View Sketch with Deep Neural Network

Fei Wang | Yu Yang | ... | Jianqiang Sheng
  • Special Issue
  • - Volume 2021
  • - Article ID 5577393
  • - Research Article

Multideep Feature Fusion Algorithm for Clothing Style Recognition

Yuhua Li | Zhiqiang He | ... | Wanwei Huang
  • Special Issue
  • - Volume 2021
  • - Article ID 8868781
  • - Research Article

Reconstruction of Generative Adversarial Networks in Cross Modal Image Generation with Canonical Polyadic Decomposition

Ruixin Ma | Junying Lou | ... | Jing Gao
  • Special Issue
  • - Volume 2021
  • - Article ID 6612346
  • - Research Article

Noise Attenuation of Seismic Data via Deep Multiscale Fusion Network

Yu Sang | Jinguang Sun | ... | Hao Wu
  • Special Issue
  • - Volume 2021
  • - Article ID 5531222
  • - Research Article

Robust Visual Tracking Based on Convolutional Sparse Coding

Yun Liang | Dong Wang | ... | Caixing Liu
Wireless Communications and Mobile Computing
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Acceptance rate33%
Submission to final decision81 days
Acceptance to publication37 days
CiteScore4.300
Journal Citation Indicator0.390
Impact Factor2.336
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