Advanced Machine Learning Applications in Big Data Analytics

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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.

Author(s): Taiyong Li; Wu Deng; Jiang Wu
Series: electronics
Publisher: MDPI
Year: 2023

Language: English
Pages: 656

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
PanjieWang,JiangWu,YuanWeiandTaiyongLi
CEEMD-MultiRocket:Integrating CEEMD with Improved MultiRocket for Time
SeriesClassification
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
XuHanandShicaiGong
LST-GCN:LongShort-TermMemoryEmbeddedGraphConvolutionNetworkforTraffic
FlowForecasting
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
YingjieSong,YingLiu,HuayueChenandWuDeng
AMulti-StrategyAdaptiveParticleSwarmOptimizationAlgorithmforSolving
OptimizationProblem
Reprinted from: Electronics 2023, 12, 491, doi:10.3390/electronics12030491 . . . . . . . . . . . . . 191
HongLi,SichengKe,XiliRao,CaisiLi,DanyanChen,FangjunKuang,etal.
An Improved Whale Optimizer with Multiple Strategies for Intelligent Prediction of
TalentStability
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 WuDeng
ANovelMultistrategy-BasedDifferentialEvolutionAlgorithmandItsApplication
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
YouchenFan,QianlongQiu,ShunhuHou,YuhaiLi,JiaxuanXie,MingyuQin
andFeihuangChu
ApplicationofImprovedYOLOv5inAerialPhotographingInfraredVehicleDetection
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
NongtianChen,YongzhengManandYouchaoSun
AbnormalCockpitPilotDrivingBehaviorDetectionUsingYOLOv4Fused
AttentionMechanism
Reprinted from: Electronics 2022, 11, 2538, doi:10.3390/electronics11162538 . . . . . . . . . . . . . 435
JinJin,QianZhang,JiaHeandHongnianYu
Quantum Dynamic Optimization Algorithm for Neural Architecture Search on
ImageClassification
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
PengheHuang,DongyanLi,YuWang,HuiminZhaoandWuDeng
A Novel Color Image Encryption Algorithm Using Coupled Map Lattice with
PolymorphicMapping
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
MihaelaMunteanandFlorinDanielMilitaru
Design Science Research Framework for Performance Analysis Using Machine
LearningTechniques
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,
HabibHamam,etal.
MachineLearning-DrivenApproachforaCOVID-19WarningSystem
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
andGeorgeK.Agordzo
Spatial and Temporal Normalization for Multi-Variate Time Series Prediction Using Machine
LearningAlgorithms
Reprinted from: Electronics 2022, 11, 3167, doi:10.3390/electronics11193167 . . . . . . . . . . . . . 625