Robust Semisupervised Nonnegative Local Coordinate Factorization for Data Representation by Wei Jiang, Qian Lv, Chenggang Yan, Kewei Tang, Jie Zhang

“…Obtaining an optimum data representation is a challenging issue that arises in many intellectual data processing techniques such as data mining, pattern recognition, and gene clustering. …”
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Medicinal products as a causative agent of occupational diseases in pharmaceutical workers (literature review) by B.P. Kuzminov, T.S. Zazulyak

“…The issue of occupational diseases in chemical and pharmaceutical workers is urgent because it stems from the rapid pace of development, the functional features, and the high biological activity of raw materials used by that industry. …”
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An Approach to Trustworthy Article Ranking by NLP and Multi-Layered Analysis and Optimization by Chenhao Li, Jiyin Zhang, Weilin Chen, Xiaogang Ma

“…The rapid growth of scientific publications, coupled with rising retraction rates, has intensified the challenge of identifying trustworthy academic articles. To address this issue, we propose a three-layer ranking system that integrates natural language processing and machine learning techniques for relevance and trust assessment. …”
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A targeted one dimensional fully convolutional autoencoder network for intelligent compression of magnetic flux leakage data by Wenbo Xuan, Pengchao Chen, Rui Li, Fuxiang Wang, Kuan Fu, Zhitao Wen

“…Firstly, a data preprocessing module is designed to generate high-quality data required for subsequent processing, taking into account the characteristics of MFL data. …”
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A comprehensive evaluation of oversampling techniques for enhancing text classification performance by Salimkan Fatma Taskiran, Bahaeddin Turkoglu, Ersin Kaya, Tunc Asuroglu

“…The results provide practical insights into the selection of oversampling techniques tailored to dataset characteristics and classifier sensitivity, supporting more robust and fair learning in imbalanced natural language processing tasks.…”
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Load Balancing of Cloud Computing Service Model Empowered with Fuzzy Logic by Syed Atir Raza Shirazi, Abdul Hannan Khan, Shahid Rasool, Aqsa Anwar, Muhammad Ammar

“…Multiple requests are processed simultaneously; that's why the workload increased. …”
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Automatic summarization of scientific articles: A survey by Nouf Ibrahim Altmami, Mohamed El Bachir Menai

“…The conclusions of this study highlight the prevalence of extractive techniques for the automatic summarization of single monolingual articles using a combination of statistical, natural language processing, and machine learning techniques. The absence of benchmark corpora and gold standard summaries for scientific articles remains the main issue for this task.…”
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Investigation of the influence of oceanographic parameters on coastal photovoltaic systems by Kazolis Dimitrios, Fantidis Jacob, Fotakis Christos Dionyshs, Roumeliotis Nikolaos

“…To investigate this purpose, annual data including both oceanographic and photovoltaic performance data are processed and analysed. Both statistical methods such as Factor Analysis and unsupervised learning processes such as k-means cluster analysis, are applied in order to draw correlations. …”
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Calving Out a Space to Exist: “Marked” Identities in Polar Science’s “Unmarked Spaces” by Anya Lawrence, Luis Escobedo

“…For minority employees at the British Antarctic Survey (BAS), the organisation has enriched their careers, while offering equality, diversity and inclusivity (EDI) measures to mitigate some of the issues affecting them. However, the way they belong to BAS remains impacted by the structural and everyday practices that shape their lives through identity processes. …”
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Automating materiality assessment with a data-driven document-based approach by Matteo Francia, Enrico Gallinucci, Matteo Golfarelli

“…Materiality assessment is a critical process for companies to understand the interest perceived by its stakeholders towards topics related to environmental, social, and governance issues. …”
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Testing Assumptions in Deliberative Democratic Design: A Preliminary Assessment of the Efficacy of the Participedia Data Archive as an Analytic Tool by Graham Smith, John Gastil, Matt Ryan, Robert C. Richards

“…At smaller social scales, deliberative democratic theory can be restated as an input-process-output model. We advance such a model to formulate hypotheses about how the context and design of a civic engagement process shape the deliberation that takes place therein, as well as the impact of the deliberation on participants and subsequent policymaking. …”
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Application of Advanced Computational Building Performance Analysis Tools in the Architectural Design of Net-Zero Energy Buildings – Case Study. by Masły Dariusz

“…A case study methodology was employed to investigate these issues. The findings of the research indicate that these tools empower architects to perform crucial analyses throughout the design process, facilitating the creation of net-zero energy buildings.…”
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THE ROLE OF THE NEW LAND RELATIONS FOR THE DEVELOPMENT OF VEGETABLE PRODUCTION IN BULGARIA by Teodora STOEVA, Violeta DIRIMANOVA

“…The impact of the institutional changes on the land relations in Bulgaria over the last 30 years is in response to the number of processes and changes that have taken place before and after the accession of the country to the European Union. …”
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Mathematic modeling of stress-deformed states of low jaw teeth while using combined removable splint-denture by Albert Ye.L., Lysko O.I.

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Vehicle Collision Warning Based on Combination of the YOLO Algorithm and the Kalman Filter in the Driving Assistance System by Guihua Miao, Weihe Wang, Jinjun Tang, Fang Li, Yunyi Liang

“…However, most of the existing studies only focus on one stage of the process such as vehicle detection and distance measurement. …”
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Liquid Modernity and the Holocaust by Dariusz Brzeziński

“…An overview of these facts provides a starting point for my analysis of Bauman’s later analyses of the Holocaust. By focusing on two issues that he emphasised in the context of the genesis of the Holocaust, namely the mechanism of adiaphorization and the process of the social construction of “otherness”, I show how these phenomena materialize in liquid modernity. …”
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Éducation inclusive : initiative de formation menée au Canada et interrogations sur les difficultés encourues en cherchant à soutenir la « voix » de l’élève by Diane Farmer, Christine Connelly, Miriam Greenblatt

“…In the first part of our paper, we will present the training model we developed and in the second part, we seek to delve deeper into an issue raised by a team of teachers: how to support student voice in an inclusive education process. …”
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Illegal Immigration from Latin America Amid the 2024 U.S. Presidential Campaign: Polarization Effects by L. M. Sokolshchik, V. T. Sakaev, E. Z. Galimullin

“…Illegal immigration, particularly from Latin American countries, remains a major issue that divides the political process in the United States. …”
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Methodology of Modern Rhetorical Education: Russian Scientific Schools by V. I. Annushkin, A. V. Shcherbakov

“…It is shown that the result of this process was the creation in various universities of Russia of original scientific and pedagogical concepts, which today cover the whole range of general territorial rules for constructing prosaic speech and particular issues of professional communication in various fields of activity. …”
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Modern views on the pathogenesis of hard dental tissues and periodontium lesions and means of their treatment in children with chronic diseases of the gastrointestinal tract by Krupey V.Y.

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