Link prediction method for dynamic networks based on matching degree of nodes by Cong LI, Xinsheng JI, Ushuxin LI, Jinsong LI, Haitao LI

“…The research of dynamic evolutionary trends and temporal characteristics in real networks which are important part of the real world is a hot research issue nowadays.As a typical research tool in the field of network science, link prediction technique can be used to predict the network evolution by mining the historical edge information and then predict the future edge.The topological evolution of dynamic real networks was analyzed and it found that the interaction and matching between nodes in the network topology can capture the dynamic characteristics of the network more comprehensively.The proposed method analyzed the attribute characteristics of network nodes, and defined a node importance quantification method based on primary and secondary influences.Besides, a time decay factor was introduced to portray the influence of network topology on the formation of connected edges at different moments.Furthermore, the node importance and time decay factor were combined to define the Temporal Matching Degree of Nodes (TMDN), which was used to measure the possibility of future edge formation between node pairs.The experimental results in five real dynamic network datasets showed that the proposed method achieves better prediction performance under both AUC and Ranking Score, with a maximum improvement of 42%.It also proved the existence of interactive matching priority among nodes, and confirmed the effectiveness of both primary and secondary influence of nodes.As the future work, we will add diversified feature information to further deepen the analysis of dynamic real networks and then predict the evolution law more accurately.…”
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The Interaction of Iteration Error and Stability for Linear Partial Differential Equations Coupled through an Interface by B. Sheehan, D. Estep, S. Tavener, J. Cary, S. Kruger, A. Hakim, A. Pletzer, J. Carlsson, S. Vadlamani

“…We investigate properties of algorithms that are used to solve coupled evolutionary partial differential equations posed on neighboring, nonoverlapping domains, where the solutions are coupled by continuity of state and normal flux through a shared boundary. …”
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A Genetic Algorithm Based ESC Model to Handle the Unknown Initial Conditions of State of Charge for Lithium Ion Battery Cell by Kristijan Korez, Dušan Fister, Riko Šafarič

“…Obtaining parameters is often conducted by optimization using evolutionary algorithms. Obtaining the initial state of charge is often conducted by measurements, which can be burdensome in practice. …”
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Chloramphenicol and gentamicin reduce the evolution of resistance to phage ΦX174 by suppressing a subset of E. coli LPS mutants. by Lavisha Parab, Jordan Romeyer Dherbey, Norma Rivera, Michael Schwarz, Jenna Gallie, Frederic Bertels

“…In addition, LPS modifications can impact antibiotic susceptibility, allowing for phage-antibiotic synergism. The evolutionary mechanism(s) behind such synergistic interactions remain largely unclear. …”
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Expression Analysis and SNP Mining of the Parkin Co-Regulated Gene (PACRG) and parkin in Penaeus vannamei Against White Spot Syndrome Virus by Qian XUE, Xupeng LI, Yang LI, Sheng LUAN, Kun LUO, Jie KONG, Qun XING, Xianhong MENG

“…Thus, PACRG may exhibit high evolutionary conservation. The parkin homology between P. vannamei and P. chinensis was the highest, with a similarity of 93.45%. …”
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Generation of Transplantable Beta Cells for Patient-Specific Cell Therapy by Xiaojie Wang, Daniel L. Metzger, Mark Meloche, Jianqiang Hao, Ziliang Ao, Garth L. Warnock

“…Therefore, generation of patient-specific beta cells provides the potential of an evolutionary treatment for patients with diabetes.…”
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A generic self-learning emotional framework for machines by Alberto Hernández-Marcos, Eduardo Ros

“…Abstract In nature, intelligent living beings have developed emotions to modulate their behavior as a fundamental evolutionary advantage. However, researchers seeking to endow machines with this advantage lack a clear theory from cognitive neuroscience describing emotional elicitation from first principles, namely, from raw observations to specific affects. …”
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Spectral Quantitative Analysis Model with Combining Wavelength Selection and Topology Structure Optimization by Qian Wang, Boyan Cai, Yajie Yu, Hui Cao

“…For the proposed method, backpropagation neural network is adopted for building the component prediction model, and the simultaneousness optimization of the wavelength selection and the topology structure of neural network is realized by nonlinear adaptive evolutionary programming (NAEP). The hybrid chromosome in binary scheme of NAEP has three parts. …”
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Oxidative stress-driven enhanced iron production and scavenging through Ferroportin reorientation worsens anemia in antimony-resistant Leishmania donovani infection. by Souradeepa Ghosh, Krishna Vamshi Chigicherla, Shirin Dasgupta, Yasuyuki Goto, Budhaditya Mukherjee

“…This antimony-unresponsiveness points towards a genetic adaptation that underpins LD-R's evolutionary persistence and dominance over sensitive counterparts (LD-S). …”
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Optimizing Biomedical Ontology Alignment through a Compact Multiobjective Particle Swarm Optimization Algorithm Driven by Knee Solution by Xingsi Xue, Xiaojing Wu, Junfeng Chen

“…In particular, a compact evolutionary mechanism is proposed to efficiently optimize the alignment’s quality, and a max-min approach is used to determine the PF’s knee solution. …”
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Terminated Main Himalayan Thrust, evidence of Pre-Siwalik Tertiary rocks beneath and evolution of NW Himalayan foreland basin by Madhab Biswas, Kalachand Sain

“…The regional tectonostratigraphic evolutionary model, presented here, shows that the less competent Siwalik rocks folded into the SMA, and the MWT and BT, which overrun the northern limb of SMA, are broken parts of DC. …”
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A Novel Angular-Guided Particle Swarm Optimizer for Many-Objective Optimization Problems by Fei Chen, Shuhuan Wu, Fang Liu, Junkai Ji, Qiuzhen Lin

“…The experimental results indicate that AGPSO shows the superior performance over four current MOPSOs (SMPSO, dMOPSO, NMPSO, and MaPSO) and four competitive evolutionary algorithms (VaEA, θ-DEA, MOEA\D-DD, and SPEA2-SDE), when solving most of the test problems used.…”
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Analysis and Optimization of the Spatial Patterns of Commercial Service Facilities Based on Multisource Spatiotemporal Data and Graph Neural Networks: A Case Study of Beijing, Chin... by Yihang Xiao, Cunzhi Li, Zhiwu Zhou, Dongyang Hou, Xiaoguang Zhou

“…Therefore, comprehensively and accurately characterizing the distribution characteristics and evolutionary patterns of urban commercial spaces is essential for improving the efficiency of urban spatial allocation and achieving scientific spatial planning and governance. …”
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An approximate likelihood method reveals ancient gene flow between human, chimpanzee and gorilla by Galtier, Nicolas

“…Distinguishing between the two processes is a key objective of current evolutionary genomics. This is most often pursued via the so-called ABBA-BABA type of method, which relies on a prediction of symmetry of gene tree discordance made by the incomplete lineage sorting hypothesis. …”
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Testing the Adaptive Market Hypothesis and Time-Varying Efficiency in the Indian Equity Market by Nang Biak Sing, Rajkumar Giridhari Singh

“…The study examines the adaptive market hypothesis (AMH) as an evolutionary principle of the alternative efficient market hypothesis in the Indian stock market (Sensex and Nifty50) on the daily return from April 2014 to May 2020. …”
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Crop pangenomes by A. Yu. Pronozin, M. K. Bragina, E. A. Salina

“…Pangenome sequencing and analysis technologies provide a large-scale study of genomic variation and resources for an evolutionary research, functional genomics and crop breeding. …”
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Evolution of views on judicial policy in the context of judicial law by R. A. Kalarash

“…It covers the period from classical legal theories to modern trends in the transformation of the judicial system, providing a unique overview of the evolution of this key concept in legal science. The evolutionary path of understanding judicial policy is explored through the analysis of concepts, theories and methodologies that trace the changing role of the judiciary in society and the formation of strategies for managing the judicial system. …”
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The Detection Rate of Associated Mg ii Absorption Lines in Quasars Depends on Their Radio Emission by Zhi-Fu Chen, Luis C. Ho

“…We classify these quasars into evolutionary stages based on their radio spectral shapes. …”
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Arguments for the Existence of God in Ibn Sīnā’s Metaphysics: An Evaluation of the Problems of Divine Simplicity and Modal Collapse by Tugay Taşçı

“…It commences by positioning Ibn Sīnā’s metaphysics in contrast to Aristotle’s, emphasizing the dynamic and evolutionary nature of Ibn Sīnā’s engagement with metaphysical inquiry. …”
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New in US-Canadian Relations and Ratification of the USMCA Agreement by I. A. Sokov

“…This model leads to a crisis the US-Canadian relations, which is aggravated by the increased partisan rivalry in light of the upcoming US presidential elections, the impeachment process initiated in the House of Representatives.The article comes to the following conclusions. The evolutionary development of the free trade agreement (NAFTA), its rejection and acceptance of the USMCA preferential agreement is a gradual and consistent process of protecting North American countries from global market, which started during the presidency of George W. …”
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