Advanced Machine Learning Applications in Big Data Analytics

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