CGFL: A Robust Federated Learning Approach for Intrusion Detection Systems Based on Data Generation by Shu Feng, Luhan Gao, Leyi Shi

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On the Impact of Labeled Sample Selection in Semisupervised Learning for Complex Visual Recognition Tasks by Eftychios Protopapadakis, Athanasios Voulodimos, Anastasios Doulamis

“…In this paper, we scrutinize the effectiveness of different labeled sample selection approaches for training set creation, to be used in semisupervised learning approaches for complex visual pattern recognition problems. We propose and explore a variety of combinatory sampling approaches that are based on sparse representative instances selection (SMRS), OPTICS algorithm, k-means clustering algorithm, and random selection. …”
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Protocol for detecting and analyzing non-oscillatory traveling waves from high-spatiotemporal-resolution human electrophysiological recordings by Veronica M. Zarr, Jyun-You Liou, Edward M. Merricks, Tyler S. Davis, Kyle Thomson, Bradley Greger, Paul A. House, Ronald G. Emerson, Robert R. Goodman, Guy M. McKhann, II, Sameer A. Sheth, Catherine A. Schevon, John D. Rolston, Elliot H. Smith

“…Summary: Innovations in electrophysiological recordings and computational analytic techniques enable high-resolution analysis of neural traveling waves. …”
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Research on hybrid dynamic load balancing algorithm in heterogeneous hierarchical wireless networks by NING Guo-qin1, ZHU Guang-xi1, PENG Lie-xin1, LU Xiao-feng1

“…A hybrid dynamic load balancing algorithm based on the combination of channel borrowing scheme and load transfer scheme was proposed.The hotspot cells can borrow channels from homogeneous cells with light workload in the compact pattern.At the same time,some ongoing calls can be transferred from hotspot cells into the overlapping hetero-geneous cells with light workload according to certain conditions.The number of borrowed channels and transferred on-going calls per load balancing period was computed by the remainder available channels and new calls arrival rates in the hotspot cell.Simulation results show that the proposed hybrid dynamic load balancing algorithm can decrease the block-ing probabilities,dropping probabilities of hotspot cell system and overall heterogeneous system,the channel utilization of overall heterogeneous system is increased accordingly.…”
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Initial Phase and Modulation Factor Optimization for Structured Illumination Microscopy by Yanwei Zhang, Cong Luo, Hongwei Wang, Song Lang, Yan Gong, Yuguo Tang

“…We propose a fast and robust method to compute these two parameters and then the coefficients of frequency components can be normalized. …”
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The intervention of music education on adolescents’ subjective well-being from the perspective of sustainable development: a bibliometric review based on literature from 2000 to 20... by Lan Shen, Weijia Yang, Weijia Yang

“…With the United Nations’ 2030 Agenda elevating Good Health and Well-Being (SDG 3) and Quality Education (SDG 4) to global priorities, music education, by virtue of its cross-cultural character and emotional resonance, is increasingly recognized as a potential pathway for fostering adolescents’ sustainable development competencies. Seventy-six core publications were retrieved from the Web of Science, MEDLINE, and ProQuest databases, and bibliometric and knowledge-mapping analyses were conducted using CiteSpace and VOSviewer. …”
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Machine Learning or Human Education? Thoughts and Data on Artificial Intelligence and the Labor Market: Economic Sociological Aspects of Career Orientation. by Keszi, Roland

“…The article reviews – from the demand side of the labor market – the skills and competences that are expected to increase and to which career guidance practitioners should pay particular attention in the coming years.…”
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Implementation Effect and Policy Improvement of Rural Teachers'Targeted Training by LIU Jia

“…Third, in terms of the quality of personnel training, the professional quality of targeted normal university postgraduates is good and balanced, while their teaching competence in rural schools is poor and unbalanced. …”
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From Task Distributions to Expected Paths Lengths Distributions: Value Function Initialization in Sparse Reward Environments for Lifelong Reinforcement Learning by Soumia Mehimeh, Xianglong Tang

“…This claim leads us to propose that if the distribution is normal, then the distribution of the value function follows a log-normal pattern. Leveraging this insight, we introduce “<span style="font-variant: small-caps;">LogQInit</span>” as a novel value function transfer method, based on the properties of log-normality. …”
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Multi-scale spatio-temporal graph neural network for urban traffic flow prediction by Hui Chen, Jian Huang, Yong Lu, Jijie Huang

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Data Mining Techniques for Early Detection and Classification of Plant Diseases: An Optimization-Based Approach by Wagh Swapnil, Sharma Ruchi

“…The model proposed uses the state-of-art algorithms including the decision trees, support vector machines and the deep learning techniques in the feature extraction and pattern recognition as well as binary classification. …”
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Shape optimization and mechanical properties analysis of the free-form surface by Cui Guoyong, Cui Changyu

“…The failure pattern, displacement contours and load–displacement curves were studied, for cases with optimized typical positive and negative Gaussian curvature. …”
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Stability and Finite-Time Synchronization Analysis for Recurrent Neural Networks with Improved Integral-Type Time-Varying Delays by Meng Li, Gulijiamali Maimaitiaili

“…Secondly, in order to eliminate the time that error system state trajectory slides along sliding mode flow pattern until convergence at the origin, based on drive response and SMC theory, a suitable sliding mode controller is designed by considering that sliding mode flow pattern is equal to synchronization error. …”
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Orbital Fracture Resulting in Contralateral Optic Canal Fracture with Traumatic Optic Neuropathy: A Case Report by Paulina Truong, Saif Aldeen Alryalat, Osama Al Deyabat, Amina Malik, Masayoshi Takashima, Andrew Go Lee

“…Isolated OCF without continuous fractures originating at the injury site is also a rare fracture pattern and potential cause of direct TON. …”
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Performance improvement of data offloading using Krill herd optimization algorithm by Maryam Jawad Kadhim, Rasool Sadeghi, Ahmad Shaker Abdalrada, Behdad Arandian, Reihaneh Khorsand

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GROWTH PERFORMANCE AND PRODUCTIVITY OF RUBBER & PLASTIC PRODUCTS INDUSTRY IN PUNJAB by GULSHAN KUMAR

“…Present study is an endeavour to investigate growth pattern and productivity trends in small scale rubber and plastic products industry of Punjab. …”
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An Overview of Neutrosophic Graphs by Nihar Ranjan Panda, Prasanta Kumar Raut, Amarendra Baral, Srikanta Kumar Sahoo, Sakya Singh Satapathy, Said Broumi

“…Image processing, social network analysis, pattern recognition, and decision-making in the face of uncertainty all use neutrosophic graphs. …”
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DNA-Binding Protein A Is Actively Secreted in a Calcium-and Inflammasome-Dependent Manner and Negatively Influences Tubular Cell Survival by Gregor Hoppstock, Jonathan A. Lindquist, Antonia Willems, Annika Becker, Charlotte Reichardt, Ronnie Morgenroth, Saskia Stolze, Cheng Zhu, Sabine Brandt, Peter R. Mertens

“…The addition of recombinant DbpA enhances melanoma cell proliferation, migration, and competes with tumor necrosis factor (TNF) binding to its receptor (TNFR1). …”
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Integrated Control of <i>Aedes albopictus</i> in a Residential Area Through a Community-Based Approach: NESCOTIGER, a Large-Scale Field Trial in Valencia, Spain by Marcos López-de-Felipe, Pedro María Alarcón-Elbal, Isaac García-Masiá, Anna Flor-Sánchez, Pilar Mateo-Herrero, Juan Pablo Serna-Mompeán, Juan Pablo Orán-Cáceres, Rubén Bueno-Marí, Ignacio Gil-Torró

“…<i>Aedes albopictus</i> has established populations in several European countries with a sustained spreading pattern through the continent. This invasive mosquito is a public health threat due to its vector competence for multiple arboviruses. …”
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Distinct Mechanisms Regulating Gene Expression Coexist within the Fermentative Pathways in Chlamydomonas reinhardtii by Larisa Angela Swirsky Whitney, Giacomo Novi, Pierdomenico Perata, Elena Loreti

“…Other enzymes belonging to the fermentative pathways compete for the same reductants. A complete understanding of the mechanisms determining the activation of one pathway rather than another will help us engineer Chlamydomonas for fermentative metabolite production, including hydrogen. …”
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