Unsupervised feature selection based on generalized regression model with linear discriminant constraints by Xiangguang Dai, Mingyu Guan, Facheng Dai, Wei Zhang, Tingji Zhang, Hangjun Che, Xiangqin Dai

“…Abstract Unsupervised feature selection (UFS) methods play a crucial role in improving the efficiency of extracting relevant information and reducing computational complexity in the context of big data analysis. Despite notable advancements in the field of unsupervised feature selection for large-scale datasets, many UFS methods still remain redundant and irrelevant features during the feature selection process. …”
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Impact of face outline, parafoveal feature number and feature type on early face perception in a gaze-contingent paradigm: A mass-univariate re-analysis of ERP data by Seth B. Winward, James Siklos-Whillans, Roxane J. Itier

“…This re-analysis demonstrates that classical ERP analysis can obscure important aspects of face processing beyond the N170 peak, and that tools like mass univariate statistics are needed to shed light on the whole time-course of face processing.…”
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Features of expression of immunohistochemical markers in local and generalized clear cell kidney cancer by E. M. Frantsiyants, A. N. Shevchenko, E. A. Dzhenkova, N. S. Karnaukhov, T. A. Gudtskova, A. A. Breus, E. V. Filatova, D. A. Shvyrev

“…To conduct a comparative analysis of the expression of the following markers: Ki‑67, cyclin D1, E‑cadherin, CD44, MMP‑9, VEGF, P53, vimentin in renal tumor tissue in clear cell kidney cancer depending on the prevalence of the tumor process.Materials and methods. …”
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Flood-Hazard Assessment in the Messapios River Catchment (Central Evia Island, Greece) by Integrating GIS-Based Multi-Criteria Decision Analysis and Analytic Hierarchy Process by Vasileios Mazarakis, Konstantinos Tsanakas, Noam Greenbaum, Dimitrios-Vasileios Batzakis, Alessia Sorrentino, Ioannis Tsodoulos, Kanella Valkanou, Efthimios Karymbalis

“…The Analytic Hierarchy Process (AHP) was applied to assign weights to these factors, while the final flood-hazard map was generated using the Weighted Linear Combination (WLC) method. …”
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Assessment of Ecological Carrying Capacity and Spatiotemporal Evolution Analysis for Arid Areas Based on the AHP-EW Model: A Case Study of Urumqi, China by Xiaoyan Tang, Funan Liu, Xinling Hu, Jingyu Feng

“…The results showed a general decreasing trend in ECC during the period 2000–2020. …”
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HISTORIOGRAPHY OF THE STUDY OF STATE PRACTICES AND THE JUDICIARY OF SOUTHERN UKRAINIAN TERRITORIES: GENERAL CHARACTERISTICS by Oleg Vuyiv, Maryna Bulkat

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The Influence of the Covid-19 Pandemic on General Trends in the Functioning and Competitiveness of Private Clinics by Stanislav Kotenko, Tatjana Tambovceva

“…This study involved marketing research methods (surveys and content analysis), statistical methods for information processing, factor analysis, and alternatives analysis. …”
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Machine-learning-based analytics for risk forecasting of anaphylaxis during general anesthesia by Shuang Liu, Yasuyuki Suzuki, Toshihiro Yorozuya, Masaki Mogi

“…After data pre-processing, the performance of five classification methods: Logistic Regression Analysis, Support Vector Machine, Random Forest, Linear Discriminant Analysis, and Naïve Bayes), which were integrated with four feature selection methods (Recursive Feature Elimination, Chi-Squared Method, Correlation-based Feature Selection, and Information Gain Ratio), was evaluated using two-layer cross-validation. …”
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The development and validation of a tablet-based assessment battery of general cognitive ability by Dong-ni Pan, Hailun Xie, Yanjia Zeng, Yixiang Zhou, Cuizhu Lin, Xin Ma, Juejing Ren, Yuanyun Jiao, Yingying Wu, Wei Wei, Gui Xue

“…This study introduces the Baguan Online Cognitive Assessment System (BOCAS), a tablet-based system that evaluates both general cognitive ability (GCA) and domain-specific functions across six domains: sensory-motor skills, processing speed, sustained attention, working memory, cognitive flexibility, and spatial ability. …”
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METHODS OF APPROXIMATION OF SUMMABLE FUNCTIONS ON THE BASIS OF THE INTEGRAL OF STIELTJES WITH RESPECT TO APPLIED ANALYSIS by Igor Eduardovich Naats, Elena Pavlovna Yartseva

“…Difficulties associated with the use of conventional derivatives for the analysis of such functional dependencies require the development of such methods of functional analysis which would operirovat-whether the so-called generalized derivatives (also operators of generalized differentiation). …”
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A Generalized and Robust Nonlinear Approach based on Machine Learning for Intrusion Detection by Jakiur Rahman, Jaskaran Singh, Soumen Nayak, Biswajit Jena, Lopamudra Mohanty, Narpinder Singh, John R. Laird, Rajesh Singh, Deepak Garg, Narendra N. Khanna, Mostafa M. Fouda, Luca Saba, Jasjit S. Suri

“…These classifiers underwent cross-validation for performance evaluation, unseen analysis, statistical tests, and power analysis on measuring the minimum sample size. …”
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GENERAL PRINCIPLES OF BUILDING THE MODEL OF DEVELOPMENT AND OPERATION OF HETEROGENEOUS TEAMS FOR PROJECT MANAGEMENT by Valeriy Gurin, Elena Persiyanova

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INCLUSION OF THE TOPIC «THE SIMPLEST FUNCTIONAL EQUATIONS» IN THE MODEL PROGRAMS FOR STUDYING THE SUBJECT «ALGEBRA AND THE BEGINNINGS OF ANALYSIS» by Тетяна Бохонова, Юрій Бохонов, Ірина Матвєєва, Олексій Томащук, Вікторія Тихонова, Олег Лещинський, Валентина Гроза

“…Theoretical method of analysis of methodical and educational literature on the researched issue; comparative analysis to understand different views on the problem; systematization and generalization to create recommendations for the content of the proposed topic, as well as formulating conclusions and integrating the pedagogical experience of authors who teach relevant disciplines in educational institutions of various levels. …”
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General public takes up counterintuitive expert advice on effective climate action by Johannes Jarke-Neuert, Grischa Perino, Daniela Flörchinger, Manuel Frondel

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Generalized Grey Target Decision Method for Mixed Attributes Based on Connection Number by Jinshan Ma, Changsheng Ji

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Modeling of the General Trends of Reactivity and Regioselectivity in Cyclopentadiene–Nitroalkene Diels–Alder Reactions by Adrianna Fałowska, Stanisław Grzybowski, Daniel Kapuściński, Karol Sambora, Agnieszka Łapczuk

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Generalization as local and translocal embedding: interrogating governance and deconstructing democratization in living labs by Julia Backhaus, Stefan John

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Volunteering as a phenomenon of Ukrainian consciousness (from individual to general national assistance) by Rabiichuk Serhii

“…The applied research methods are: analysis (interpretation of literary sources in order to identify their essence, main purpose), comparison (allows to establish common and distinctive features between objects, processes, phenomena), generalization (allows to establish common properties in processes). …”
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Generalized digital lithological map of northern Mexico and southwestern United States of America by Arlin Brighith Fonseca Martínez, Kevin Mexia-Durán, Gustavo Adolfo Ramírez-Salamanca, Alexander Iriondo

“…For this reason, we publish the first interactive digital lithological map with eleven surficial lithological units present in northern Mexico and southwestern United States of America, in which equivalent formations, sequences and igneous units of both countries were merged and generalized. This map shows the distribution of the main types of rocks that evolved in similar geological processes through time, therefore, researchers can use this new compiled map in the analysis and location of samples and geological evolution, or even during studies related to exploration of natural resources. …”
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A Survey of Ontologies Considering General Safety, Security, and Operation Aspects in OT by Siegfried Hollerer, Thilo Sauter, Wolfgang Kastner

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