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Improving the Performance of Electrotactile Brain–Computer Interface Using Machine Learning Methods on Multi-Channel Features of Somatosensory Event-Related Potentials
Published 2024-12-01“…We systematically tested classification performance using machine learning algorithms, including logistic regression, k-nearest neighbors, support vector machines, random forests, and artificial neural networks. …”
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Hybrid pre trained model based feature extraction for enhanced indoor scene classification in federated learning environments
Published 2025-08-01“…Primitive classification methods like Support Vector Machines (SVM) and K-Nearest Neighbors (KNN), provide a compromised performance with complex indoor environments due to light variations, intra-class similarities, and occlusions. …”
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Interface design and interaction optimization for spatial computing 3D content creation and immersive environment generation using Apple Vision Pro
Published 2025-07-01“…Through multimodal interaction design utilizing Vision Pro's spatial computing capabilities, creators can manipulate virtual artifacts through natural gestures and gaze, supporting the fluid iteration cycles characteristic of established design thinking frameworks. …”
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Fractional-Order System Identification: Efficient Reduced-Order Modeling with Particle Swarm Optimization and AI-Based Algorithms for Edge Computing Applications
Published 2025-04-01“…While PSO achieves slightly lower error metrics, its iterative nature leads to higher and more variable computation times compared to the deterministic and rapid inference of AI approaches. …”
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Impact of medical school on quality of life and mental health in Brazil: a cross-sectional comparative study
Published 2025-06-01“…To address these challenges, this study investigates the specific impact of medical education on students’ mental health and QoL, aiming to identify potential structural changes that could mitigate these negative outcomes.Design A cross-sectional study was conducted in private higher education institutions in Brazil.Setting Data were collected online via the QuestionPro platform in August 2024, encompassing 32 units located across 14 states and 4 geographic regions in Brazil.Participants The sample included 10 844 students, 33.7% of whom were enrolled in medicine and 66.3% in other fields (administration, agronomy, agribusiness, systems analysis and development, architecture, architecture and urbanism, biomedicine, computer science, accounting, economics, social communication/advertising and propaganda, law, physical education, nursing, civil engineering, computer engineering, production engineering, electrical engineering, mechatronics engineering, aesthetics and cosmics, pharmacy, physics, physiotherapy, speech, speech therapy, environmental management, commercial management, human resources management, financial management, history, Portuguese-English literature, logistics, marketing, mathematics, veterinary medicine, nutrition, dentistry, pedagogy, management processes, psychology, advertising and propaganda, computer networks, social work, information systems and theology). …”
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Discovery of CMNPD31124 as a novel marine-derived PKMYT1 inhibitor for pancreatic ductal adenocarcinoma therapy: computational and biological insights
Published 2025-04-01“…Despite these promising results, toxicity predictions indicate potential hepatotoxicity and neurotoxicity, highlighting the need for further structural optimization. This work lays a solid foundation for the rational design of PKMYT1 inhibitors by integrating computational methods with insights from marine natural products.…”
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SGA-Driven feature selection and random forest classification for enhanced breast cancer diagnosis: A comparative study
Published 2025-03-01“…To evaluate the effectiveness of the proposed method, we compared it with other classifiers, including Linear Regression (LR), Support Vector Machine (SVM), and K-Nearest Neighbors (KNN). …”
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Improving health-promoting workplaces through interdisciplinary approaches. The example of WISEWORK-C, a cluster of five work and health projects within Horizon-Europe
Published 2025-07-01“…The impact of COVID-19-related work stress on the mental health of primary healthcare workers: the mediating effects of social support and resilience. …”
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High-Speed All-Optical Encoder and Comparator at 120 Gb/s Using a Carrier Reservoir Semiconductor Optical Amplifier
Published 2025-04-01“…All-optical encoders and comparators are essential components for high-speed optical computing, enabling ultra-fast data processing with minimal latency and low power consumption. …”
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REENGINEERING OF OPEN SOFTWARE SYSTEM OF 3D MODELING BRL-CAD
Published 2019-09-01“…Computer Graphics is an up-to-date industry in the design and application of rapidly evolving computing systems. …”
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Detailed Transfer Line Beam Characteristics at an Operational Proton Therapy Center [version 2; peer review: 2 approved]
Published 2025-03-01“…The work resulted in an improved understanding of the beams and beam transfer lines to support further beamline optimization and design activities. …”
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Presenting an Innovative Method Based on Ensemble Learning for a Credit Approval System
Published 2025-06-01“…The findings of the suggested methodology are compared with those of several methodologies, including Random Forest (RF), Gaussian Kernel (GK), Support Vector Machines (SVM), Adaptive Boosting (AdaBoost), and Multi-Layer Perceptron (MLP). …”
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