Advanced Machine Learning Applications in Big Data Analytics

With the development of computer technology and communication technology, various industries have collected a large amount of data in different forms, so-called big data. How to obtain valuable knowledge from these data is a very challenging task. Machine learning is such a direct and effective method for big data analytics. In recent years, a variety of advanced machine learning technologies have emerged, and they continue to play important roles in the era of big data. Considering advanced machine learning and big data together, we have selected a series of relevant works in this Special Issue to showcase the latest research advancements in this field. Specifically, a total of thirty-three articles are included in this Special Issue, which can be roughly categorized into six groups: time series analysis, evolutionary computation, pattern recognition, computer vision, image encryption, and others. About the Editors . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . ix Taiyong Li, Wu Deng and Jiang Wu Advanced Machine Learning Applications in Big Data Analytics Reprinted from: Electronics 2023, 12, 2940, doi:10.3390/electronics12132940 . . . . . . . . . . . . . 1 Zhaohui Li, Lin Wang, Deyao Wang, Ming Yin and Yujin Huang Short-Term Traffic-Flow Forecasting Based on an Integrated Model Combining Bagging and Stacking Considering Weight Coefficient Reprinted from: Electronics 2022, 11, 1467, doi:10.3390/electronics11091467 . . . . . . . . . . . . . 9 Zhaohui Li, Wenjia Piao, Lin Wang, Xiaoqian Wang, Rui Fu and Yan Fang China Coastal Bulk (Coal) Freight Index Forecasting Based on an Integrated Model Combining ARMA, GM and BP Model Optimized by GA Reprinted from: Electronics 2022, 11, 2732, doi:10.3390/electronics11172732 . . . . . . . . . . . . . 31 Panjie
Wang,
Jiang
Wu,
Yuan
Wei
and
Taiyong
Li CEEMD-MultiRocket:
Integrating
CEEMD
with
Improved
MultiRocket
for
Time
Series
Classification Reprinted from: Electronics 2023, 12, 1188, doi:10.3390/electronics12051188 . . . . . . . . . . . . . 47 Zineb Bousbaa, Javier Sanchez-Medina and Omar Bencharef Financial Time Series Forecasting: A Data Stream Mining-Based System Reprinted from: Electronics 2023, 12, 2039, doi:10.3390/electronics12092039 . . . . . . . . . . . . . 67 Xu
Han
and
Shicai
Gong LST-GCN:
Long
Short-Term
Memory
Embedded
Graph
Convolution
Network
for
Traffic
Flow
Forecasting Reprinted from: Electronics 2022, 11, 2230, doi:10.3390/electronics11142230 . . . . . . . . . . . . . 97 Hongxing Gao, Guoxi Liang and Huiling Chen Multi-Population Enhanced Slime Mould Algorithm and with Application to Postgraduate Employment Stability Prediction Reprinted from: Electronics 2022, 11, 209, doi:10.3390/electronics11020209 . . . . . . . . . . . . . 111 Hanli Bao, Guoxi Liang, Zhennao Cai and Huiling Chen Random Replacement Crisscross Butterfly Optimization Algorithm for Standard Evaluation of Overseas Chinese Associations Reprinted from: Electronics 2022, 11, 1080, doi:10.3390/electronics11071080 . . . . . . . . . . . . . 141 Wenyu Zhang, Donglin Zhu, Zuwei Huang and Changjun Zhou Improved Multi-Strategy Matrix Particle Swarm Optimization for DNA Sequence Design Reprinted from: Electronics 2023, 12, 547, doi:10.3390/electronics12030547 . . . . . . . . . . . . . 169 Yingjie
Song,
Ying
Liu,
Huayue
Chen
and
Wu
Deng A
Multi-Strategy
Adaptive
Particle
Swarm
Optimization
Algorithm
for
Solving
Optimization
Problem Reprinted from: Electronics 2023, 12, 491, doi:10.3390/electronics12030491 . . . . . . . . . . . . . 191 Hong
Li,
Sicheng
Ke,
Xili
Rao,
Caisi
Li,
Danyan
Chen,
Fangjun
Kuang,
et
al. An
Improved
Whale
Optimizer
with
Multiple
Strategies
for
Intelligent
Prediction
of
Talent
Stability Reprinted from: Electronics 2022, 11, 4224, doi:10.3390/electronics11244224 . . . . . . . . . . . . . 207 v Jinyin
Wang,
Shifan
Shang,
Huanyu
Jing,
Jiahui
Zhu,
Yingjie
Song,
Yuangang
Li
and
Wu
Deng A
Novel
Multistrategy-Based
Differential
Evolution
Algorithm
and
Its
Application Reprinted from: Electronics 2022, 11, 3476, doi:10.3390/electronics11213476 . . . . . . . . . . . . . 243 Feng Miu, Ping Wang, Yuning Xiong, Huading Jia and Wei Liu Fine-Grained Classification of Announcement News Events in the Chinese Stock Market Reprinted from: Electronics 2022, 11, 2058, doi:10.3390/electronics11132058 . . . . . . . . . . . . . 261 Mingyu Jia, Fang’ai Liu, Xinmeng Li and Xuqiang Zhuang Hybrid Graph Neural Network Recommendation Based on Multi-Behavior Interaction and Time Sequence Awareness Reprinted from: Electronics 2023, 12, 1223, doi:10.3390/electronics12051223 . . . . . . . . . . . . . 279 Nina Fatehi, Qutaiba Alasad and Mohammed Alawad Towards Adversarial Attacks for Clinical Document Classification Reprinted from: Electronics 2023, 12, 129, doi:10.3390/electronics12010129 . . . . . . . . . . . . . 295 Lifeng Yin, Menglin Li, Huayue Chen and Wu Deng An Improved Hierarchical Clustering Algorithm Based on the Idea of Population Reproduction and Fusion Reprinted from: Electronics 2022, 11, 2735, doi:10.3390/electronics11172735 . . . . . . . . . . . . . 315 Erbin Yang, Yingchao Wang, Peng Wang, Zheming Guan and Wu Deng An Intelligent Identification Approach Using VMD-CMDE and PSO-DBN for Bearing Faults Reprinted from: Electronics 2022, 11, 2582, doi:10.3390/electronics11162582 . . . . . . . . . . . . . 335 Nongtian Chen, Youchao Sun, Zongpeng Wang and Chong Peng Improved LS-SVM Method for Flight Data Fitting of Civil Aircraft Flying at High Plateau Reprinted from: Electronics 2022, 11, 1558, doi:10.3390/electronics11101558 . . . . . . . . . . . . . 353 Jiaxin Yu, Wenyuan Liu, Yongjun He and Bineng Zhong A Hierarchical Heterogeneous Graph Attention Network for Emotion-Cause Pair Extraction Reprinted from: Electronics 2022, 11, 2884, doi:10.3390/electronics11182884 . . . . . . . . . . . . . 365 Youchen
Fan,
Qianlong
Qiu,
Shunhu
Hou,
Yuhai
Li,
Jiaxuan
Xie,
Mingyu
Qin
and
Feihuang
Chu Application
of
Improved
YOLOv5
in
Aerial
Photographing
Infrared
Vehicle
Detection Reprinted from: Electronics 2022, 11, 2344, doi:10.3390/electronics11152344 . . . . . . . . . . . . . 383 Antonio Guerrero-Iba ̃nez and Angelica Reyes-Mu ̃noz Monitoring Tomato Leaf Disease through Convolutional Neural Networks Reprinted from: Electronics 2023, 12, 229, doi:10.3390/electronics12010229 . . . . . . . . . . . . . 403 Liang Zhang, Ligang Wu and Yaqing Liu Hemerocallis citrina Baroni Maturity Detection Method Integrating Lightweight Neural Network and Dual Attention Mechanism Reprinted from: Electronics 2022, 11, 2743, doi:10.3390/electronics11172743 . . . . . . . . . . . . . 419 Nongtian
Chen,
Yongzheng
Man
and
Youchao
Sun Abnormal
Cockpit
Pilot
Driving
Behavior
Detection
Using
YOLOv4
Fused
Attention
Mechanism Reprinted from: Electronics 2022, 11, 2538, doi:10.3390/electronics11162538 . . . . . . . . . . . . . 435 Jin
Jin,
Qian
Zhang,
Jia
He
and
Hongnian
Yu Quantum
Dynamic
Optimization
Algorithm
for
Neural
Architecture
Search
on
Image
Classification Reprinted from: Electronics 2022, 11, 3969, doi:10.3390/electronics11233969 . . . . . . . . . . . . . 447 vi Lei Yue, Haifeng Ling, Jianhu Yuan and Linyuan Bai A Lightweight Border Patrol Object Detection Network for Edge Devices Reprinted from: Electronics 2022, 11, 3828, doi:10.3390/electronics11223828 . . . . . . . . . . . . . 461 Ansheng Ye, Xiangbing Zhou and Fang Miao Innovative Hyperspectral Image Classification Approach Using Optimized CNN and ELM Reprinted from: Electronics 2022, 11, 775, doi:10.3390/electronics11050775 . . . . . . . . . . . . . 481 Penghe
Huang,
Dongyan
Li,
Yu
Wang,
Huimin
Zhao
and
Wu
Deng A
Novel
Color
Image
Encryption
Algorithm
Using
Coupled
Map
Lattice
with
Polymorphic
Mapping Reprinted from: Electronics 2022, 11, 3436, doi:10.3390/electronics11213436 . . . . . . . . . . . . . 497 Chen Chen, Donglin Zhu, Xiao Wang and Lijun Zeng One-Dimensional Quadratic Chaotic System and Splicing Model for Image Encryption Reprinted from: Electronics 2023, 12, 1325, doi:10.3390/electronics12061325 . . . . . . . . . . . . . 513 Mihaela
Muntean
and
Florin
Daniel
Militaru Design
Science
Research
Framework
for
Performance
Analysis
Using
Machine
Learning
Techniques Reprinted from: Electronics 2022, 11, 2504, doi:10.3390/electronics11162504 . . . . . . . . . . . . . 529 Qingxiao Zheng, Lingfeng Wang, Jin He and Taiyong Li KNN-Based Consensus Algorithm for Better Service Level Agreement in Blockchain as a Service (BaaS) Systems Reprinted from: Electronics 2023, 12, 1429, doi:10.3390/electronics12061429 . . . . . . . . . . . . . 547 Daobing Liu, Zitong Jin, Huayue Chen, Hongji Cao, Ye Yuan, Yu Fan and Yingjie Song Peak Shaving and Frequency Regulation Coordinated Output Optimization Based on Improving Economy of Energy Storage Reprinted from: Electronics 2022, 11, 29, doi:10.3390/electronics11010029 . . . . . . . . . . . . . . 569 Mushtaq
Hussain,
Akhtarul
Islam,
Jamshid
Ali
Turi,
Said
Nabi,
Monia
Hamdi,
Habib
Hamam,
et
al. Machine
Learning-Driven
Approach
for
a
COVID-19
Warning
System Reprinted from: Electronics 2022, 11, 3875, doi:10.3390/electronics11233875 . . . . . . . . . . . . . 591 Jian Xie, Shaolong Xuan, Weijun You, Zongda Wu and Huiling Chen An Effective Model of Confidentiality Management of Digital Archives in a Cloud Environment Reprinted from: Electronics 2022, 11, 2831, doi:10.3390/electronics11182831 . . . . . . . . . . . . . 607 Alimasi
Mongo
Providence,
Chaoyu
Yang,
Tshinkobo
Bukasa
Orphe,
Anesu
Mabaire
and
George
K.
Agordzo Spatial
and
Temporal
Normalization
for
Multi-Variate
Time
Series
Prediction
Using
Machine
Learning
Algorithms Reprinted from: Electronics 2022, 11, 3167, doi:10.3390/electronics11193167 . . . . . . . . . . . . . 625