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Interpretable graph Kolmogorov–Arnold networks for multi-cancer classification and biomarker identification using multi-omics data
Published 2025-07-01“…The biomarkers identified by MOGKAN were validated as cancer-related markers through Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. By integrating multi-omics data with graph-based deep learning, our proposed approach demonstrates robust predictive performance and interpretability with potential to enhance the translation of complex multi-omics data into clinically actionable cancer diagnostics.…”
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3122
Spatial optimization of hierarchical healthcare facilities driven by multi-source data: a case study of Shenyang, China
Published 2025-07-01“…Grounded in the concept of spatial equity, this study integrates multi-source data—including population statistics, facility locations, and transportation networks—using advanced spatial analysis and big data fusion techniques. …”
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3123
Analysis of the Activities That Make Up the Reverse Logistics Processes and Their Importance for the Future of Logistics Networks: An Exploratory Study Using the TOPSIS Technique
Published 2022-08-01“…Then, a questionnaire was elaborated on regarding such activities, and a survey was developed with professionals in the area. The data obtained were analyzed through a descriptive analysis of means, calculation of Cronbach’s Alpha, and using the multicriteria decision technique TOPSIS. …”
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The influence of childhood parenting style on self in the period of youth: analysis of chain mediation effect on DanQi
Published 2025-08-01“…Mediation analysis indicated that childhood parenting styles indirectly influenced the development of self-concept in young adulthood through adolescent DanQi and young adulthood DanQi. …”
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3125
The climate gluing protests: analyzing their development and framing in media since 1986 using sentiment analyses and frame detection models
Published 2025-05-01“…Moreover, protesters' prognostic frames—suggestions for what should be done—are relatively rare, with discourse more often centering on policy and security concerns. From a data science perspective, we explore the use of various Natural Language Processing (NLP) methods. …”
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3126
Analysis of the inequalities of oral cancer burden from a global perspective
Published 2024-06-01“…Objective To investigate the inequalities of oral cancer burden caused by socioeconomic development differences in worldwide from 1990 to 2019, to provide scientific evidence for the development of effective prevention and control policies.Methods The burden of disease data for this study was derived from the 2019 Global Burden of Disease Study, and the human development index (HDI) were from the Human Development Report 2020. …”
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The smart village concept from 1.0 to 4.0 in the context of ICT entrepreneurship development in the Polish villages
Published 2025-06-01“… Objective: The article aims to show the development process of smart villages from 1.0 to 4.0, analogous to the smart cities development, along with indicating the conditions of this process. …”
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Preliminary Study On The Development Of An Early Childhood Educational Website For Teaching Materials To Enhance Teaching Skills For Preschool Teachers
Published 2025-04-01“…This study used the ADDIE model, which includes Analysis, Design, Development, Implementation, and Evaluation. …”
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3131
Investigating Past, Present, and Future Trends on Interface Between Marine and Medical Research and Development: A Bibliometric Review
Published 2025-01-01“…We used social network analysis to map the collaborative networks and identify the prominent scholars and institutions driving this research and development progress. …”
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3132
Analysis of physical expansion and sprawl growth factors of Sari city using Shannon and Heldern entropy models
Published 2015-02-01“…The method used in this study, descriptive–analytical method, to data analysis and Heldern and Shannon entropy model were used. …”
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Heterogeneity Analysis of Regional Greenhouse Gas Driving Effects: An Empirical Study from Southeast Asian Countries
Published 2024-11-01“…This study takes a new perspective of incorporating multiple GHGs (greenhouse gases) into the same analysis framework, employing the STIRPAT model to dissect the contributions of various socio-economic factors to the emissions of CO<sub>2</sub>, CH<sub>4</sub>, and F-gases based on panel data. …”
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DATA MINING IN RELATIONAL SYSTEMS
Published 2020-09-01“…Development of design tools and maintenance of applied data mining tasks; development of applied problems of data mining. …”
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A Model of High Latitude Ionospheric Convection Derived From SuperDARN EOF Model Data
Published 2023-07-01“…At key stages of development of the model, we use the percentage of explained variance P to see how well the model reproduces the EOF data. …”
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3140