Research on Traffic Accident Severity Level Prediction Model Based on Improved Machine Learning by Jiming Tang, Yao Huang, Dingli Liu, Liuyuan Xiong, Rongwei Bu

“…In the experiment, effective preprocessing measures were taken for problems such as data imbalance, missing values, the encoding of categorical variables, and the standardization of numerical features. …”
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The Theoretical Approaches to Defining the Essence of the Concept of «National Security» and Its Components by Khaustova Viktoriia Ye., Trushkina Nataliia V.

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Digital Horizons in Teacher Education Development by A. N. Makarenko, L. G. Smyshlyaeva, N. N. Minaev, O. M. Zamyatina

“…Modern global challenges reflect the essential features of the Fourth Industrial Revolution and are directly related to the digital transformation of life. …”
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Towards sovereign international rela- tions studies? Book review of ‘Liberal values in theory and practice. On the issues of intellectual decolonization of Russia’ by L.S. Voronkov... by V. V. Kochetkov

“…The first section covers the author’s views on a set of problems related to the specifics of power relations and the role of political elites in Western liberal democratic states. …”
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Inscripts and Ownership Stamps in A. I. Klibanov’s Book Collection of SPSTL SB RAS by A. A. Yudin, M. G. Kozhevnikov

“…The article also details the features of the formation of the foreign part of the A. …”
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Cultural Policy at the City Level in the Context of the Formation of National Identity (on the Example of Nur-Sultan) by Sevgi Kok

“…Within the framework of this work, the historical method, institutional and political-cultural approach is focused on the analysis of existing political institutions from the standpoint of potential opportunities that have not been realized in the past, and the development and implementation of methods for solving emerging problems in the process of forming state cultural policy at the stage of formation and development of the city Nur-Sultan.Results. …”
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The Impact of International Students’ Social Adaptation on the Training Process in Higher Education by Liudmyla Pikulytska

“…The tasks of the article are to study and characterize the features of the process of international students’ social adaptation (phases, types, components); to analyze challenges of social adaptation that international students meet; to introduce ways to overcome the problems of international students’ social adaptation in higher education. …”
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Research and application of key technologies for data delivery in railway engineering design based on metadata by Xiangru Lyu, Xunxiao Yin, Kun Wang, Yongwen Wei

“…In view of the problems of inconsistent data semantics, inconsistent data formats, and difficult data quality assurance between the railway engineering design phase and the construction and operation phase, as well as the difficulty in fully realizing the value of design results, this paper proposes a design and implementation scheme for a railway engineering collaborative design platform. …”
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Deep learning and transfer learning for device-free human activity recognition: A survey by Jianfei Yang, Yuecong Xu, Haozhi Cao, Han Zou, Lihua Xie

“…Traditional machine learning has made significant progress by heuristic hand-crafted features and statistical models, but it suffers from the limitation of manual feature design. …”
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Comparative analysis of the efficiency of investments in key investment (financial) instruments of the Russian Federation in a long-term perspective (1999-2018) by S. A. Anesyants

“…In this case, the main methods in the study of the above problems are the elements of fundamental analysis, which allow to identify the subtleties and features of working with the most interesting and promising investment tools. …”
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Comparison of Mycotic Keratitis with Nonmycotic Keratitis: An Epidemiological Study by Mohammad M. Khater, Nehal S. Shehab, Anwar S. El-Badry

“…This work aims to study the problems encountered with and the different epidemiological features of patients with fungal keratitis. …”
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Adaptive Behavior in Young Children with Neurofibromatosis Type 1 by Bonita P. Klein-Tasman, Alina M. Colon, Natalie Brei, Faye van der Fluit, Christina L. Casnar, Kelly M. Janke, Donald Basel, Dawn H. Siegel, Jasmine A. Walker

“…In children, it is associated not only with physical features but also with attention and learning problems. …”
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A Two-Stage YOLOv5s–U-Net Framework for Defect Localization and Segmentation in Overhead Transmission Lines by Aohua Li, Dacheng Li, Anjing Wang

“…Meanwhile, a hybrid loss function that combines Dice Loss and Focal Loss is designed to solve the small-target and class imbalance problems. This method integrates target detection and fine segmentation, enhancing detection precision and improving the extraction of detailed damage features. …”
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SelfCode: An Annotated Corpus and a Model for Automated Assessment of Self-Explanation During Source Code Comprehension by Jeevan Chapagain, Zak Risha, Rabin Banjade, Priti Oli, Lasang Tamang, Peter Brusilovsky, Vasile RUs

“…We also present a baseline automated assessment model that relies on textual features. The corpus is available at the GitHub repository (https://github.com/jeevanchaps/SelfCode).…”
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A novel approach for energy- and memory-efficient data loss prevention to support Internet of Things networks by Pooya Hejazi, Gianluigi Ferrari

“…Moreover, we integrate the data-centric storage features into distributed data storage mechanisms and present a novel heuristic approach, denoted as Collaborative Memory and Energy Management, to solve the underlying optimization problem. …”
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Detección y diagnóstico de fallas en motores mediante el análisis de vibraciones aplicando técnicas de inteligencia artificial. by Jair Elías Araujo Vargas, Dilan Yesid Franklin Coronel, Victor Manuel Arias Ruiz

“…In this specific task, indicators such as the precision, sensitivity and specificity of the algorithms or aspects such as vibration signal conditioning techniques, extraction methods, selection of key features, training of artificial intelligence models, neural networks and support vector machines were taken into account. …”
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Guardianship for Popular Sobriety in Russia at the Beginning of 20th Century: from Wine Monopoly to “Dry Law” by I. A. Shevchenko, E. V. Chernykh

“…Special attention is paid to the analysis of the problems faced by the guardianship of popular sobriety during the First World War after the introduction of the “Prohibition”. …”
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System Elegant-frequency Characteristics, Wave-sign Diagrams and Stability Criterion by ZHU Ming, YU Jiaxuan, MIAO Yuhui, ZHU Jiahui

“…On this basis, this paper proposes the concept of loop elegant-frequency characteristics, to solve the problems of misleading and inconvenient applications of open loop frequency characteristics. …”
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ANDRONYK STEPOVYCH KYIV PRIVATE GYMNASIUM: ESTABLISHMENT AND FUNCTION PECULIARITIES by Artem Kukhto

“…The features of the functioning of the gymnasium and its place in the educational process of Kiev at the beginning of the 20th century are shown. …”
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Recalculating: The atlas of pragmatic parameters of developmental disorders by Anita Viszket, Alexandra Hoss, Eszter Kárpáti, Gábor Alberti

“… The paper demonstrates how pragmatic features of certain developmental disorders, including Autism Spectrum Disorder, can be described in a formal pragmasemantic framework. …”
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