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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Methodology of nonlinearity in the research of the phenomenon of the innovation space of higher school expansion by O. Voeykova

“…The proposed methodology of nonlinear research is opposed to the so-called linear logic, a linear method often used in economics that considers objects and phenomena with predictable behavior and is not able to give a complete picture of the development of open nonequilibrium systems. …”
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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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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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Type Synthesis of Hybrid Robot Mechanism with 3T2R based on Single Opened Chain Unit by Sheng Weifeng, Chen Hai, Qin Youlei, Cao Yi

“…By analyzing the structures characteristics of the lower- mobility serial kinematic mechanism（SKM） and parallel kinematic mechanism（ PKM）,based on the linear independence theory of kinematic screws and taking of the lower- mobility SKM with single opened chain as unit,a systematic and effective type synthesis method is proposed for hybrid mechanism including the definition and symbol denotation method of both hybrid robots with a parallel mechanism and multi- parallel mechanisms. …”
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Incorporating Topological Priors Into Low-Dimensional Visualizations Through Topological Regularization by Edith Heiter, Robin Vandaele, Tijl de Bie, Yvan Saeys, Jefrey Lijffijt

“…In some cases, users may have prior knowledge of the topology of the data, such as a known cluster structure or the fact that it follows a tree- or graph-based structure. …”
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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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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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A Series of Rare-Earth Metal-Based Coordination Polymers: Fluorescence and Sensing Studies by Nian-Hao Wang, Jin-Mei Liu, Bin Tan, Zhao-Feng Wu

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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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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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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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NNNPE: non-neighbourhood and neighbourhood preserving embedding by Kaizhi Chen, Chengpei Le, Shangping Zhong, Longkun Guo, Ge Xu

“…Therefore, in order to simultaneously consider the nearest neighbour structure and global features of samples in nonlinear dimensionality reduction, it can be linearly calculated. …”
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An investigation of optimality and controllability for quasilinear impulsive evolution systems in abstract spaces by B. Radhakrishnan, P. Anukokila, M. Tamilarasi, P. Shanmugasundram

“…Abstract This paper presents the controllability and optimal control results for a structure with quasi-linear evolution in abstract spaces. …”
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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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