Hybrid SEM-ANN model for predicting undergraduates' e-learning continuance intention based on perceived educational and emotional support. by Shanshan Xu, Yangxin Wang, Wenbo Luo

“…The relationships between predictors and continuance intention, characterized by non-compensatory and non-linear dynamics, were analyzed using Structural Equation Modeling combined with Artificial Neural Networks. …”
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Factors predicting the resilience of school re-integrated teenage mothers in Zimbabwe by Taruvinga Muzingili

“…Data were collected using a structured questionnaire and analyzed through bivariate and multiple linear regression models. …”
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Distributed Nonparametric and Semiparametric Regression on SPARK for Big Data Forecasting by Jelena Fiosina, Maksims Fiosins

“…We used MapReduce paradigm and describe the algorithms in terms of SPARK data structures to parallelize the calculations. The forecasting accuracy of the proposed algorithms is compared with the linear regression model, which is the only forecasting model currently having parallel distributed realization within the SPARK framework to address big data problems. …”
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Type Synthesis of 3R2T Hybrid Robot Mechanisms based on Serial-opened-chain Unit by Chen Hai, Qin Youlei, Cao Yi

“…By analyzing the characteristics of structures for the lower- mobility serial robot mechanism and parallel robot mechanism,a systematic and effective type synthesis including the definition and symbol denotation method of both hybrid robot with a parallel mechanism and multi- parallel mechanisms method is proposed for hybrid robot mechanisms based on the principle of movement spiral linear independence and units of the lower- mobility serial mechanism with single- opened- chain limb. …”
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BIOIMPEDANCE MODELS AT THE NONLINEAR VOLT-AMPERЕ CHARACTERISTIC AND REVERSIBLE BREAKDOWN OF THE DIELECTRIC COMPONENT OF THE BIOMATERIAL by S. A. Filist, O. V. Shatalova, A. S. Bogdanov

“…When modeling conductivity of a biomaterial as tools Matlab 8.0 was used.For modeling of the volt-ampere characteristic of BAP it is offered to use structural-functional models with diode-resistive cells of symmetric structure. …”
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Credit Scoring Prediction Using Deep Learning Models in the Financial Sector by Xi Shi, Dingfen Tang, Yike Yu

“…Existing approaches often struggle with integrating structured numerical records and unstructured user behavior signals, limiting their ability to capture meaningful temporal and non-linear patterns. …”
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A Multi-Level Semi-Automatic Procedure for the Monitoring of Bridges in Road Infrastructure Using MT-DInSAR Data by Diego Alejandro Talledo, Anna Saetta

“…Monitoring the structural health of bridges in road infrastructure is crucial for ensuring public safety and efficient maintenance. …”
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Design and Optimization of Friction Winch for 25 MW Airborne Wind Energy Systems by Lizhao NIU, Kuo YIN, Chonghui LEI

“…The variable density method was used to optimize the topology of the internal support structure of the pressure bearing wheel. Parameterized modeling of the drum was conducted, followed by sensitivity analysis to screen out structural parameters with significant sensitivity to maximum stress, mean stress and geometric mass. …”
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Active faults paragenesis and the state of crustal stresses in the Late Cenozoic in Central Mongolia by V. A. Sankov, A. V. Parfeevets, A. I. Miroshnichenko, A. V. Sankov, A. Bayasgalan, D. Battogtokh

“…Their features are more early activation within the Late Cenozoic and the lack of relation to large linear structures of the previous tectonic stages. …”
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QSAR Analysis of 5-Substituted-2-Benzoyl-aminobenzoic acids as PPAR Modulator by R. Hemalatha, L. K. Soni, A. K. Gupta, S. G. Kaskhedikar

“…A quantitative structure activity relationship (QSAR) study on a series of analogs of 5-aryl thiazolidine-2, 4-diones with activity on PPAR-α and PPAR-γ was made using combination of various thermodynamic, electronic and spatial descriptors. …”
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An overview of iterative methods based on orthogonal projections by Touraj Nikazad, Mona Khakzad

“…The goal is to find a point in the intersection of a finite collection of convex sets defined by linear constraints. We provide a structured overview and comparison of existing orthogonal projection-based iterative methods for solving LFPs, including sequential, simultaneous, and block-iterative algorithms. …”
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The Early Career Framework: Why Context Matters for Teacher Professional Development by Tanya Ovenden-Hope, Holly Kirkpatrick

“…Using a complexity theory lens, we conclude that the ECF system affects ECTs and mentors in a non-linear way. Feedback loops that effected change were present, but the ECF’s effectiveness was highly context-dependent with tension between structure and flexibility. …”
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CFAS: consensus-focused abstractive meeting summarization through multi-party discourse modeling by Yanan Jin, Qingyun Shi, Qiping Liu

“…Automatically summarizing such interactions requires capturing not only salient content but also the underlying discourse structure that reflects agreement among participants. …”
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PROBABILITY ANALYSIS ON LAST PLY FAILURE OF COMPOSITE LAMINATES BASED ON UNIVERSAL GENERATING FUNCTION METHOD by LIU ChengLong, ZHOU JinYu, QIU Rui, ZHUANG BaiLiang, HU Jian

“…This method is applicable to the reliability assessment of structural systems,in which there are many random variables（ including non-normal random variables）,the performance function is non-linear,and failure correlation between resistance sequences of laminates that contain common failure elements and failure elements within the resistance sequences due to sharing the same random load source is considered. …”
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The Nonlinear Contact Simulation for Manufacturing Process by Using ANSYS Program as Case study with Cylindrical rolling contact by Ammar Dawood Ghali

“…        Numerical simulation plays an indispensable role in the modern manufacturing process, especially in production operation and metal forming by using different of forming Dies Because it give perfect product design to improving quality and performance and reduce the time and cost .Because of the most of forming operation include contact option between the product surface (contact surface) and Die surface (Target surface) then the determination of the contact surface nature and material behavior ( uniform linear ) or ( not uniform nonlinear) that very effect on the carryout of forming process with required product .To improving simulation accuracy, approximations of linear behavior have become less  acceptable, while it is possible to perform nonlinear analysis and design more often  while minimizing approximations, the nonlinear analysis capabilities in general-purpose   programs such as ANSYS Mechanical.The significance of the research is into linear simulation analysis and its limitation and development to nonlinear simulation  where interest with the development manufacturing processes that including change in the geometry , properties and material behavior  through forming ,the search give an example of Case study with Cylindrical rolling contact that very important for wide application to manufacturing processes such as drawing ,Rolling ,Forging , Extrusion, Bending and other .The structural nonlinearities can be classified as geometric nonlinearity, material nonlinearity, and contact or boundary nonlinearity Numerical results indicate the success of ANSYS contact technologies in solving very large scale engineering problems especially large deformation frictional contact problems with the  new surface based contact elements have many advantages over the node based contact  elements . …”
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Synergistic Effect of Community Environment on Cognitive Function in Elderly People by Tao Shen, Ying Li, Man Zhang

“…We then applied both Partial Least Squares Structural Equation Modeling (PLS-SEM) and Fuzzy Set Qualitative Comparative Analysis (fsQCA) to reveal linear and configurational relationships. …”
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Determination of the effect of oxidation on attenuation coefficient of (X-ray) by Cu, Zn and their alloys by Fareed M . Mohammed, Raed N. Razooqi, Mahmoud A. Mohammed

“…While they are inversely related with increasing X-ray voltages. the effect of oxidation on the structural from of the studied materials was also examined using both the scanning electron microscope and the X-ray diffraction examination. …”
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Source Quantization and Coding over Noisy Channel Analysis by Runfeng Wang, Dan Song, Jinkai Ren, Lin Wang, Zhiping Xu

“…To overcome this problem, the codebook design is correlated with the quantization structure in this work. It is found that the lossy source coding based on the linear block code can be defined as lattice vector quantization (VQ), which provides a new analytical perspective for the coding methodology. …”
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Hydrophilic Regulator Hexapeptides as Inhibitors of Tumor Cell Multiple Drug Resistance by V. V. Lebedev, S. A. Novikov, E. YU. Rybalkina, T. N. Zabotina

“…Three regulator hydrophilic hexapeptides of the linear and cyclic structure were used as the MDR modulators. …”
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The Effects of Regulating the Development Models of the Core Formation of Capitalism in Non-Core Societies by Abolfazl Anaei, Seyyed Amir Masoud Shahramnia

“…However, this discussion raises a crucial question: what are the long-term consequences of adapting this model to core communities in non-core areas?The prevailing structures of knowledge often overlook the complexities and unique formations of different societies, assuming a linear path to development. …”
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