Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models by Saad Hameed, Basheer Qolomany, Samir Brahim Belhaouari, Mohamed Abdallah, Junaid Qadir, Ala Al-Fuqaha

“…Depending on the application, computational complexity is lowered by 20% to 60% compared to traditional PSO methods. Llama3 achieved a 20% to 40% reduction in model calls for regression tasks, whereas ChatGPT-3.5 reduced model calls by 60% for both regression and classification tasks, all while preserving accuracy and error rates. …”
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Best management practices for reducing nutrient loads under diverge hydrological conditions: A case study in an agricultural watershed in Southwest China by Meijun Chen, Qiuliang Lei, Lei Chen, Xinzhong Du, Hongbin Liu, Jiafa Luo

“…Additionally, we used the load duration curves method to evaluate the nutrient reduction effectiveness of these BMP scenarios compared to the baseline scenario under different hydrological conditions. …”
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Multivariate Analyses with Two-Step Dimension Reduction for an Association Study Between ¹¹C-Pittsburgh Compound B and Magnetic Resonance Imaging in Alzheimer’s Disease... by Atsushi Kawaguchi, Fumio Yamashita

“…To study the relationship between Aβ deposition and brain structure, as determined using ¹¹C-Pittsburgh compound B (PiB) and magnetic resonance imaging (MRI), respectively, we developed a regression model with PiB and MRI data as the predictor and response variables, respectively, and proposed a regression method for studying the association between them based on a supervised sparse multivariate analysis with dimension reduction based on a composite paired basis function. …”
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Groundwater Pollution Concentration Estimation with Modified Kalman Filter Method by Nenik Estuningsih, Fatmawati Fatmawati

“…The model order reduction method used in this research is the LMI (Linear Matrix Inequality) method because the model reduction error using the LMI method is the smallest error compared to the reduction error using the Balanced Truncation method or the Singular Pertrubation Approximation method. …”
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Strategizing emissions reduction investment for a livestock production farm amid power demand pattern: A path to sustainable growth under the carbon cap environmental regulation by Md. Al-Amin Khan, Leopoldo Eduardo Cárdenas-Barrón, Gerardo Treviño-Garza, Armando Céspedes-Mota

“…To deal with these insights, a thorough analytical framework integrating mathematical modeling methodology, economic evaluation, and carbon accounting approaches is employed. …”
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Potential predictors of efficacy outcomes following tofacitinib dose reduction in patients with ulcerative colitis in stable remission: a post hoc analysis of outcomes from the RIV... by Joana Torres, Geert R. D’Haens, Miguel Regueiro, Genoile Santana, Julian Panés, Séverine Vermeire, Sean Gardiner, Nicole Kulisek, Irene Modesto, Chinyu Su, Nervin Lawendy, Rajiv Mundayat, Jerome Paulissen, Marla C. Dubinsky

“…Design: This post hoc analysis included patients with UC in stable remission (⩾6 months) on tofacitinib 10 mg twice daily (BID) maintenance therapy (⩾2 years of treatment), who received tofacitinib 5/10 mg BID in RIVETING. Methods: Achievement of modified Mayo (mMayo) remission, remission (based on total Mayo score), partial Mayo score (PMS) remission, and modified PMS (mPMS) remission at month (M)6 was analyzed by baseline characteristics, duration of PMS remission at RIVETING entry, biomarkers, and patient-reported outcomes (PROs) to identify factors associated with achieving/maintaining efficacy outcomes, including following dose reduction. …”
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Identifying and Prioritizing Risk Factors in Supply Chain Logistics for Crisis Management Using an Integrated Fuzzy Approach by Mohammad Eskandari, Hamed Asghari, Mahdi Modiri

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Roles of Soil and Atmospheric Dryness on Terrestrial Vegetation Productivity in China ‐ Which Dominates at What Thresholds by Tianzi Wang, Jingwen Zhang, Zejun Li, Kairong Lin, Wang Zhou, Genghong Wu, Ming Pan, Xiaohong Chen

“…The structural equation modeling further demonstrates the dominant influence of SM and VPD on GPP reduction. …”
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An Optimization Method for Operation Adjustment of High-Speed Delayed Trains by Xiaojuan Li, Yueying Huo, Zhenying Yan, Baoming Han

“…A train operation process model based on the Max-Plus algebra method is proposed. …”
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Patient perceptions and predictors of intention to use telehealth for follow-up care: a mixed methods study among adults living with HIV in Kampala, Uganda by Charles Peter Osingada, Barbara J. McMorris, Mary Fran Tracy, Noeline Nakasujja, Tom Denis Ngabirano, Carolyn M. Porta

“…Future research should explore the effectiveness of economic empowerment programs in promoting telehealth use and investigate the impact of telehealth on HIV care models, stigma reduction, and linkage and retention in HIV care.…”
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Crystal structure map for materials classification and modeling by Tamio Oguchi

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Uncertainty-Aware Semi-Supervised Method for Pectoral Muscle Segmentation by Yutao Tang, Yongze Guo, Huayu Wang, Ting Song, Yao Lu

“…The consistency regularization method is a widely used semi-supervised method that uses regularization terms constructed from unlabeled data to improve model performance. …”
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A Hybrid GARCH and Deep Learning Method for Volatility Prediction by Hailabe T. Araya, Jane Aduda, Tesfahun Berhane

“…Compared to other hybrid models, our new proposed hybrid model demonstrates an average reduction in MAE and RMSE of 60.35% and 60.61%, respectively. …”
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Application of the Clark–Wright Method to Improve the Sustainability of the Logistic Chain by Jaroslav Mašek, Adriana Pálková, Zdenka Bulková

“…The conclusion indicates that by applying the Clark–Wright method, we have achieved a reduction in the number of routes of twenty fewer routes. …”
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New anisotropic diffusion method to improve radiographic image quality by Mohamed B. Gharsallah, Ezzedine B. Braiek

“…This paper presents a new non linear diffusion method based on adaptive diffusion flow ADF, this model remove noise while preserving weak image boundaries. …”
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The applying of immunohistochemical method for evaluating the cytoprotective effect of antidiabetic drugs by S. V. Ivanov

“…On the model of streptozotocin-induced type 2 diabetes in Wistar rats, a significant reduction in the p-cells number and a violation of their morphological structure was shown. …”
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COMBINED METHOD OF RANKING OPTIONS IN PROJECT DECISION SUPPORT SYSTEMS by Vladimir Beskorovainyi

“…Conclusions. The developed method expands the methodological foundations of automation of processes for supporting multi-criteria design decisions, allows for the correct reduction of the set of effective alternatives for the final choice, taking into account factors that are difficult to formalize, knowledge and experience of decision makers. …”
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GCT–CET Integrated Flexible Load Control Method for IES by Yaoxian Liu, Yuanyuan Wang, Yiqi Yang, Kaixin Zhang, Yue Sun, Cong Hou, Zhonghao Dongye, Jingwen Chen

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Tropical Cyclone Size Prediction and Development of An Error Correction Method by Guo Ruichen, Xu Jing, Wang Yuqing

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CBID: A Scalable Method for Distributed Data Aggregation in WSNs by Aristides Mpitziopoulos, Damianos Gavalas, Charalampos Konstantopoulos, Grammati Pantziou

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