Performance Analysis and Improvement of Machine Learning with Various Feature Selection Methods for EEG-Based Emotion Classification by Sherzod Abdumalikov, Jingeun Kim, Yourim Yoon

“…The following feature selection methods were explored: filter (SelectKBest with analysis of variance (ANOVA) <i>F</i>-test), embedded (least absolute shrinkage and selection operator (LASSO) tuned using Bayesian optimization (BO)), and wrapper (genetic algorithm (GA)) methods. We also executed hyperparameter tuning of machine learning algorithms using BO. …”
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Solar Irradiance Prediction Method for PV Power Supply System of Mobile Sprinkler Machine Using WOA-XGBoost Model by Dan Li, Jiwei Qu, Delan Zhu, Zheyu Qin

“…The prediction effectiveness is also verified based on measured data. The WOA-XGBoost model has higher prediction accuracy than the XGBoost model. …”
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Differential Diagnosis of Jejunum and Ileum Tumours Based on Video Capsule Endoscopy Data Using Mathematical Analysis by E. D. Fedorov, E. V. Ivanova, S. E. Rauzina, D. E. Seleznev, A. V. Budykina

“…The application of the proposed algorithm in clinical practice will not only allow the presence or absence of the jejunum or ileum tumour lesion to be verified, but also the type of this lesion to be determined with an accuracy of more than 86%. …”
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Multi-domain optical network virtual technology based on SDN by Shidong LIU, Pan WANG

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Fair Resource Allocation for Multiple Types of Services in Femto-Macro Heterogeneous Network by Chengyi Liu, Song Xing, Jing Hu, Weiwei Xia

“…Using the proportional fair to allocate the FBS transmit power for different variable-rate users was proposed to achieve fair allocated transmit rates in femto-macro heterogeneous network.The dual decomposition method was employed to find the optimal solution.Finally, the simulation results show that, besides protecting the individual QoS for each user, the proposed algorithm can not only provide fair resource allocation among variable-rate users,but also restrict the cross-tier interference to the MU.…”
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Evaluating reservoir permeability from core data: Leveraging boosting techniques and ANN for heterogeneous reservoirs by Amad Hussen, Tanveer Alam Munshi, Minhaz Chowdhury, Labiba Nusrat Jahan, Abu Bakker Siddique, Mahamudul Hashan

“…Additionally, previously utilized algorithms, such as ANN, have also been re-evaluated to predict permeability. …”
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Slope deformation prediction based on GA–BP neural networks by Wenhui TAN, Kai LI, Huimin LIU, Meifeng CAI, Qifeng GUO

“…The wavelet denoising theory was also used to eliminate interference from abnormal displacement data. …”
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Developing intellectual property management system in healthcare by V. S. Eminova

“…It will not only optimize management proces ses, but will also contribute to innovation development, improve clin ical outcomes, and increase healthcare organizations’ competitiveness.…”
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Parameter Self-tuning of Machine Side PI Controller in Wind Power System Based on Particle Swarm Optimization by ZHENG Liang, ZHANG Xizheng, LIU Zhihua, SHU Conghui, LU Zhangyu

“…It established a motor side model of wind power generation system by adopting particle swarm optimization (PSO), and used error performance index of the model as the fitness value of the algorithm. Powerful optimization ability of PSO is used to self-tune the parameters of PI controller in the model, thus the parameter tuning problem is transformed into the algorithm optimization problem. …”
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Unscented transformation method for robustness verification of helicopter flight control system by LIU Changqi, LI Aijun, DUAN Guangzhan, LI Zuo

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Design of an Edge Filter Based on a Phase-Only Modulated Long-Period Fiber Grating by Hua Zhao, Chengliang Zhu, Hongpu Li

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Decentralized non-convex online optimization with adaptive momentum estimation and quantized communication by Yunshan Lv, Hailing Xiong, Fuqing Zhang, Shengying Dong, Xiangguang Dai

“…The proposed algorithm not only can effectively reduce the data transmission volume but also contribute to improved convergence. …”
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A Clinical Data Analysis Based Diagnostic Systems for Heart Disease Prediction Using Ensemble Method by Ankit Kumar, Kamred Udham Singh, Manish Kumar

“…Support vector machine and logistic regression algorithms are used to process the datasets, and the latter displays the highest accuracy in predicting coronary disease. …”
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Whale optimized routing path selection and 128 bit secured key management for maritime safety by Arumugam Maharajan, Parasuraman Kumar

“…The utilization of this algorithm enhances the overall effectiveness of the system. …”
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Study and experimental validation of optimal parameters for algae control by a biphasic annular array of a high-frequency electric field by Shunyu Zou, Peicong Yan, Rucai Xia

“…The response surface curve was also used to experimentally analyze and verify the reliability of the optimal parameters, and a quadratic polynomial regression equation was obtained. …”
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Innovative Design and Application of Huayao Cross-stitch Pattern in Women's Leather Bags by Huichao LIU, Yi ZHANG

“…Through the organic combination of digital technology and Huayao cross-stitch pattern leather goods, it not only guarantees the iteration and innovation of cross-stitch pattern, but also improves the creation efficiency of leather product pattern design.…”
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Study on the Influence Factors of Surrounding Tunnel Longitudinal Deformation Caused by Pit Excavation Based on Nonlinear Pasternak Modeling by Honghua Zhao, Yutao Song

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Evolutionary Topological Optimization Method for Local Rib Addition in Single-Layer Shell Structures by WANG Rungu, DONG Xiao, GONG Jinghai

“…Using steel consumption as the evaluation index, a topological optimization method based on the evolutionary structural optimization algorithm is proposed for single-layer reticulated shell structures. …”
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High-order Sliding Mode Control of a Bioreactor Model through Non-Commensurate Fractional Equations by Fatemeh Saeedizadeh, Naser Pariz, Seyyed Abed Hosseini

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Challenges and Opportunities for Applying Meta-Heuristic Methods in Vehicle Routing Problems: A Review by Wayan Firdaus Mahmudy, Agus Wahyu Widodo, Alfabiet Husien Haikal

“…A review of popular meta-heuristic methods is presented, including Simulated Annealing, Genetic Algorithm, Particle Swarm Optimization, and Ant Colony Optimization. …”
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