“Optimizing sEMG Gesture Recognition with Stacked Autoencoder Neural Network for Bionic Hand” by Mr. Amol Pandurang Yadav, Dr. Sandip.R. Patil

“…. • Classifier Evaluation: Initial evaluations involved Autoencoder and LDA (Linear Discriminant Analysis) classifiers, with Autoencoder achieving an average accuracy of 77.96 % ± 1.24, outperforming LDA's 65.36 % ± 1.09.Advanced Neural Network Approach: Stacked Autoencoder Neural Network: To address challenges in distinguishing similar gestures within grasp groups, a Stacked Autoencoder Neural Network was employed. …”
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Dynamic allocation of regional shared parking spaces based on assignment problem model by Shuo Zheng, Ruijun Guo

“…The weights of these three indices are calculated using the entropy weight method, and subsequently, the parking cost matrix is derived through linear weighting. It is proposed to utilize the Hungarian Algorithm as a method for solving the assignment problem to obtain the allocation scheme that minimizes total parking costs. …”
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GEOGRAPHICALLY WEIGHTED PANEL REGRESSION MODELING OF POVERTY RATES IN TROPICAL RAINFOREST AREAS OF KALIMANTAN by Ghina Fadhilla Mumtaz, Suyitno Suyitno, Sifriyani Sifriyani

“…When applied to spatial panel data, the Geographically Weighted Panel Regression (GWPR) model is a localized version of the linear regression model. The Fixed Effect Model (FEM) inside estimator is used as a global model in this investigation. …”
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Dual branch attention network for image super-resolution by Yiwei Hu, Yisu Ge, Mingming Qi, Shuhua Xu

“…Our model features a ”token dictionary” mechanism that uses auxiliary labeling to provide external prior information, enhancing cross-attention and self-attention computations while maintaining a linear relationship between computational complexity and image size. …”
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Gladiolus cut flower postharvest performance to direct breeding efforts by Neil O. Anderson

“…Gladiolus is an important floricultural and nursery crop used for gardening and floral design. The lengthy, linear stems with large, brightly colored flowers make it a long-term favorite of floral designers. …”
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Association Between Particulate Matter 2.5 and Breast Cancer Mortality in California—A Place-Based Cross-Sectional Study by Dilpreet Sekhon, Emanuel Alcala, Jaymin Kwon, Jason Bush, Mary A. Garza

“…To investigate the place-based association between BCM and air pollution in middle-aged (45–64) and older-aged women (65+) in California at the zip code level, secondary data were collected from the California Department of Public Health (CDPH) Data and Vital Statistics, CalEnviroScreen 4.0, and the American Community Survey (ACS) from the Census. Multiple linear regression was used to test the significance between air pollution and age-standardized BCM rates. …”
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Service providers’ self-perceived competence in supporting women with disabilities subjected to intimate partner violence: insights from a Swedish survey by Cartrine Anyango, Erling Häggström Gunfridsson, Fredinah Namatovu

“…Descriptive statistics and linear regression analyses were performed to assess the factors influencing service providers’ self-perceived competence. …”
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Conveying tactile object characteristics through customized intracortical microstimulation of the human somatosensory cortex by Ceci Verbaarschot, Vahagn Karapetyan, Charles M. Greenspon, Michael L. Boninger, Sliman J. Bensmaia, Bettina Sorger, Robert A. Gaunt

“…Using this method, participants can reliably create object-specific sensations and report vivid object-appropriate characteristics. Moreover, both linear classifiers and participants can match stimulus profiles with their respective objects significantly above chance without any visual cues. …”
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Heartbeat information prediction based on transformer model using millimetre‐wave radar by Bojun Hu, Biao Jin, Hao Xue, Zhenkai Zhang, Zhaoyang Xu, Xiaohua Zhu

“…Finally, we employ the fully connected layer was employed in the linear decoder for regression and output the predicted results. …”
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Mathematical Models for Management Information Systems on Digital Platforms: from Resource Management to Demand Forecasting by Viktor Godliuk

“…The application of graph theory to analyze the relationships between users, content, and services, as well as Dijkstra and Floyd-Warshell algorithms for optimal data routing, is described. Linear and integer programming methods are considered to find optimal solutions for allocating computing power and reducing costs. …”
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Optimizing Organic Rankine Cycle (ORC) configurations integrated with transient industrial waste heat: a multi-objective approach by Yohan Engineer, Ahmed Rezk, Mahmoud B. Elsheniti, Ehsan Baniasadi, Ahmed Fouly

“…These configurations were optimized to maximize energy output along with economic benefits. The non-linear programming by quadratic Lagrangian, a computational unintensive yet accurate optimization algorithm, was utilized for the multi-objective optimization. …”
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A Stray Current Sensor Based on an All-Side Cylindrical Spiral Fiber by Shao-Yi Xu, Fang-Fang Xing, Wei Li, Yu-Qiao Wang, Xiang-Hui Wang, Rui-Lin Wang

“…On these bases, the genetic algorithm is applied to optimize these characteristic parameters in the range of the temperature-induced linear birefringence from 0° to 1000°. …”
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Machine Learning and Parameter Optimization for Banking Stability Prediction and Determinants Identification in ASEAN by Pham Thuy Tu, Dao Le Kieu Oanh, Do Doan Trang

“…A rigorous cross-validation framework is employed to optimize forecasting accuracy, integrating Linear Regression, Random Forest, K-Neighbors, Decision Tree, Gradient Boosting, AdaBoost, Support Vector Regression, and XGBoost with Lasso, Ridge, and Elastic Net regularization. …”
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Fast and Accurate Plane Wave and Color Doppler Imaging with the FOCUS Software Package by Jacob S. Honer, Robert J. McGough

“…Solutions to an inhomogeneous wave equation are provided, yielding a linear model for characterizing ultrasound propagation and scattering in soft tissue. …”
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Fuel Consumption Prediction in Regional Transport Based on Selected Bus Line Characteristics by Tomáš Skrúcaný, Bibiána Poliaková, Martin Kendra, Oľga Blažeková, Mária Vojteková

“…The study was conducted using both long-term and short-term measurements, allowing for a comprehensive analysis of the data. Linear regression and polynomial regression were employed to determine the relationship between fuel consumption and the input data. …”
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Posterior Corneal Surface Stability after Femtosecond Laser-Assisted Keratomileusis by Carlo Cagini, Marco Messina, Marco Lupidi, Francesco Piccinelli, Tito Fiore, Daniela Fruttini, Leopoldo Spadea

“…During follow-up, the posterior corneal surface did not have a significant forward corneal shift: no significant linear relationships emerged between the anterior displacement of the posterior corneal surface and corneal ablation depth, residual corneal thickness, or percentage of ablated corneal tissue.…”
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Photonic-Aid Flexible Frequency-Hopping Signal Generator Based on Optical Comb Filtering by Yixiao Zhou, Xuan Li, Shanghong Zhao, Guodong Wang, Ruiqiong Wang, Jialin Ma, Zihang Zhu

“…Comprehensive theoretical and numerical investigations are conducted, demonstrating the successful generation of diverse FH waveforms including 5-, 10-, and 25-level stepped frequency signals, Costas-coded patterns, as well as complex wideband signals such as 30 GHz linear frequency modulated and 24 GHz sinusoidal chirped waveforms. …”
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Enhancing navigation control accuracy of guidance line drawing robot by dual antenna GNSS and MEMS IMU by Ziyang Liu, Weigang Pan

“…In order to solve the problem that the heading error of the guidance line drawing robot is weak in the low speed and uniform linear motion, which leads to the divergence of heading angle, the heading information of the dual-antenna GNSS receiver is introduced as the observation quantity. …”
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The role of social and psychological factors in shaping health behaviors among rural adolescents: a cross-sectional study by Ke Yang, Caixiu Xue, Lei Xu, Jia Wang, Xiaohui Xie, Wansha Zhou, Lianhong Wang

“…Pearson correlation analysis and linear regression analysis were used to explore these relationships. …”
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Train timetable and stopping plan generation based on cross-line passenger flow in high-speed railway network by Yuqiang Wang

“…Sequentially, a mixed-integer linear programing model with headway and coupling constraints is formulated. …”
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