Optimizing GNN Architectures Through Nonlinear Activation Functions for Potent Molecular Property Prediction by Areen Rasool, Jamshaid Ul Rahman, Quaid Iqbal

“…However, this task is complex and requires effective representations of molecular structures. Recently, Graph Neural Networks (GNNs) have emerged as powerful tools for this purpose, demonstrating significant potential in modeling molecular data. …”
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The impacts of light rail on residential property values in a non-zoning city: A new test on the Houston METRORail transit line by Qisheng Pan

“…Similar to the previous studies, the author adopts a traditional ordinary linear regression (OLS) to investigate the contribution of a set of variables representing the physical, neighborhood, and accessibility characteristics of properties, and also employs a multi-level regression model (MLR) to examine the hierarchical structures of spatial data explicitly. …”
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Impact of track irregularities on the motor suspension of high-temperature superconducting maglev trains by ZHENG Jie, HE Peiheng, LI Qiang, DENG Bin, DENG Zigang

“…The results obtained in this study are based on simulation analysis under specific structural parameters and load conditions, and they can provide valuable insights for the dynamic analysis of high-temperature superconducting maglev trains.…”
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Hybrid Method for Point Cloud Classification by Abdurrahman Hazer, Remzi Yildirim

“…The POL mechanism employs Lambda layers within a linear framework, significantly enhancing the classification speed and accuracy compared to traditional attention mechanisms that suffer from quadratic complexity and non-linear structures. …”
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Effect of Bias Fields on off-Diagonal Magnetoimpedance (MI) Sensor Performance by N.A. Yudanov, A.A. Rudyonok, L.V. Panina, A.V. Kolesnikov, A.T. Morchenko, V.G. Kostishyn

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Hybrid Extreme Learning for Reliable Short-Term Traffic Flow Forecasting by Huayuan Chen, Zhizhe Lin, Yamin Yao, Hai Xie, Youyi Song, Teng Zhou

“…This new algorithm probes the non-linear nature of short-term traffic data by exploiting the artificial bee colony that selects the best-implied layer deviation and input weight matrix to enhance the multi-structural information perception capability. …”
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Well Log Generation Based on Hybrid Ensemble Learning Model by WANG Xiaoyu, LIAO Guangzhi, XIAO Lizhi, HUANG Wensong, KONG Xiangwen, ZHAO Zibin

“…The hybrid ensemble learning model combines the structural advantages of random forest model and extreme gradient boosting model, enabling deep exploration of the nonlinear mapping relationships among well log data and achieving accurate predictive results of log wells. …”
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EVALUATION OF THE MODEL PREDICTION TOXICITY (LD50) FOR SERIES OF 42 ORGANOPHOSPHORUS PESTICIDES by HANANE FIKRI, TAOUFIQ FECHTALI, MOHAMED MAMOUMI

“… Structure-Toxicity Relationships have been studied for a set of 42 organophosphorous pesticides (OPs) through multiple linear regression (MLR) and artificial neural networks (ANN). …”
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Coal Plant Retirement and Repurposing Optimization Model by Debabrata Chattopadhyay

“…Decision variables in the model include retirement decisions, repurposing options that maximize the value of the site, employment, finance structure and dispatch of coal units. The working of a prototype model has been illustrated using a set of simple examples.…”
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Sliding mode control of direct-drive wave power generation system based on Popov hyperstability theory by XIE Zisen, YANG Junhua, QIU Meng, HUANG Weibang, LIN Huijin

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Power transmission system’s fault location, detection, and classification: Pay close attention to transmission nodes by Chiagoziem C. Ukwuoma, Dongsheng Cai, Olusola Bamisile, Ejiyi J. Chukwuebuka, Ekong Favour, Gyarteng S.A. Emmanuel, Acen Caroline, Sabirin F. Abdi

“…The model makes use of a deep graph neural network with multi-scale attention and multi-linear perceptron block which accounts for the power network's structural composition during learning. …”
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A Moving Target Defense Strategy against Load Redistribution Attacks by Quanpeng HE, Wei LIU, Weiyong YANG, Xingshen WEI, Qi WANG

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Research on dimension measurement algorithm for parcel boxes in high-speed sorting system by Ning Dai, Jingchao Chen, Xudong Hu, Yanhong Yuan

“…The high-low layer feature fusion structure and C2f-GhostCondConv are designed on the neck of the model to achieve the selective fusion of input features at different levels with small parameter number and computational amount. …”
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Assessing climate change risk and vulnerability among Bhil and Bhilala tribal communities in Madhya Pradesh, India: a multidimensional approach by Amit Kumar, T. Mohanasundari

“…MLR results further emphasize that 12 of 23 indicators significantly affect risk assessment (R-squared = 0.698), with climatic events (β = 0.015), housing structure (β = 0.07), and food security being key contributors. …”
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The Choice of Funding Sources for Start-Ups in a Transitional Economy: The Ability to Predict in a National Context  by Olga Obraztsova, Tatiana Poliakova, Ekaterina Popovskaya

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A Unified Multi-Target Clever Eye Algorithm: Analytical Solutions and Application by Lei Wang, Xiurui Geng, Luyan Ji

“…The theoretical results in CE prompt us to consider an interesting question: do the MTCE solutions also share a similar structure to those of CE? Aiming to answer this question, we investigate a class of unconstrained non-convex optimization problems, where both the CE and MTCE models serve as special cases, which, interestingly, can also be utilized to solve a more generalized linear system. …”
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Reconstructing a musician scientific biography using library science methods (a case of A. I. Ziloti) by S. V. Gorobets

“…Ziloti - an outstanding musician of the late ХIХ - early ХХ centuries - based on the library science research methods, in particular, «linear-mine» technique of structuring and presenting personal biographical materials, offered by St. …”
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The Effect of Compaction Degree and Binder Content on Performance Properties of Asphalt Mixtures by Petr Hýzl, Ondřej Dašek, Michal Varaus, Dušan Stehlík, Pavel Coufalík, Jaroslava Dašková, Iva Krčmová, Pavla Nekulova

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Impact of the hemoglobin-to-red cell distribution width ratio on 30-day readmission in patients with heart failure by Zhongkai He, Chongzhou Zheng, Menghua Chen, Tao Chen, Fei Huang, Ziliang Zhu, Yuan He, Ming Li

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Coordinated Control Approach for Brake Actuator Failures: A Fault-Tolerant Strategy Using Braking Systems and Steering by Yunchul Ha, Seunguk Jeon, Jinyong Park, Seoyeon Choi, Seunghoon Woo

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