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5021
A Comparative Study of Rhythmic Complexity Measures in Music Performance
Published 2024-12-01“…The results demonstrated varying degrees of alignment between different scales and expert predictions under different conditions. …”
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5022
Probing the Pitfalls: Understanding SVD’s Shortcomings in Language Model Compression
Published 2024-12-01“…Then, we applied low-rank factorization to its transformer layers using various singular value decomposition algorithms at different compression rates. After that, we used probing tasks to analyze the changes in the internal representations and linguistic knowledge of the compressed models. …”
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5023
Unraveling volatile metabolites in pigmented onion (Allium cepa L.) bulbs through HS-SPME/GC–MS-based metabolomics and machine learning
Published 2025-04-01“…The 38 features selected by LASSO enabled clear differentiation of onion types via PCA, UMAP, and k-means clustering. …”
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5024
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5025
Radiomic Feature Extraction Based on Computed Tomography for Stroke Patients
Published 2025-04-01“…To improve diagnosis, classification, and prediction for the best possible patient outcomes, this study investigates how radiomics might improve computed tomography (CT)-based stroke evaluation. Methodology: The research included 65 stroke patients from our two institutions from 2023 to 2024. …”
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5026
Comparing Machine Learning-Based Crime Hotspots Versus Police Districts: What’s the Best Approach for Crime Forecasting?
Published 2025-01-01“…This study examines the impact of various partitioning techniques on crime forecasting performance, comparing the traditional static division of the city into police districts with machine learning approaches, specifically density clustering algorithms, for detecting crime hotspots. The experimental evaluation, conducted on two real-world case studies, i.e. …”
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5027
Experimental validation of cuproptosis-associated molecular signatures and their immunological implications in pulmonary tuberculosis
Published 2025-07-01“…Hub CRGs were screened out via least absolute shrinkage and selection operator (LASSO) regression and random forest (RF) algorithms. Diagnostic models were subsequently constructed and validated. …”
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5028
Reliability and Quality of Complex Systems
Published 2025-02-01“…The results obtained demonstrate the correctness of the operation of the obtained hardware and software models, and also indicate the effectiveness of the calibration method used – an increase in the resolution of the direction finding algorithms is observed on the graphs. This improvement is maintained at different angles of arrival of the signal and when the SNR changes. …”
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5029
Balancing Predictive Performance and Interpretability in Machine Learning: A Scoring System and an Empirical Study in Traffic Prediction
Published 2024-01-01“…Further research should extend this analysis to unstructured data, explore different interpretability methods, and develop new metrics for evaluating the trade-off across diverse contexts.…”
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5030
BLE phase-based ranging: accuracy and capability under strong Wi-Fi interference
Published 2025-07-01“…This overlap often leads to interference that affects the performance of BLE systems. This work evaluates the effect of Wi-Fi interference on the phasebased ranging distance estimate for different BLE to Wi-Fi signal power ratios. …”
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5031
Reference gene selection for qPCR is dependent on cell type rather than treatment in colonic and vaginal human epithelial cell lines.
Published 2014-01-01“…In this study we used quantitative polymerase chain reaction data and applied four different algorithms (geNorm, BestKeeper, NormFinder, and comparative ΔCq) to evaluate eleven different genes as to their suitability as endogenous controls for use in studies involving colonic (HT-29) and vaginal (VK2/E6E7) human mucosal epithelial cells treated with probiotic and pathogenic bacteria. …”
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5032
Intelligent Fault Diagnosis of Hydraulic System Based on Multiscale One-Dimensional Convolutional Neural Networks with Multiattention Mechanism
Published 2024-11-01“…Finally, the proposed method is evaluated and experimentally compared using the UCI hydraulic system dataset. …”
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5033
Integrating Machine Learning and Deep Learning for Predicting Non-Surgical Root Canal Treatment Outcomes Using Two-Dimensional Periapical Radiographs
Published 2025-04-01“…After incorporating the DL-based predictive variable, the ML algorithm that demonstrated the best performance was logistic regression (LR), differing from the previous study, where random forest (RF) was the top performer. …”
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5034
Lesion assessment in multiple sclerosis: a comparison between synthetic and conventional fluid-attenuated inversion recovery imaging
Published 2025-03-01“…Lesion segmentation was performed using the Lesion Prediction Algorithm within the Lesion Segmentation Toolbox. For the assessment of spatial differences between lesion segmentations from both sequences, all lesion masks were registered to a brain template in the standard space. …”
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5035
Multi‐objective digital circuit block optimisation based on cell mapping in an industrial electronic design automation flow
Published 2023-07-01“…It specifically tunes drive strength mapping, prior to physical implementation, through MO population‐based search algorithms. Designs are evaluated with respect to their power, performance and area (PPA). …”
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5036
Context Aware Task Orchestration With Deep Reinforcement Learning in Real Time Fog Computing Simulation Environment
Published 2025-01-01“…The proposed approach offers substantial advantages in terms of task succession, energy efficiency, and resource utilization. The system was evaluated in a simulation developed under different fog computing environmental conditions in terms of edge device and task density. …”
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5037
IMPLEMENTATION OF K-MEDOIDS AND K-PROTOTYPES CLUSTERING FOR EARLY DETECTION OF HYPERTENSION DISEASE
Published 2025-01-01“…Overall, the K-Medoids and K-Prototypes algorithms can detect early hypertension risk by dividing patients into different risk groups. …”
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5038
A prognostic glycolysis-related gene signature in osteosarcoma: implications for metabolic programming, immune microenvironment, and drug response
Published 2025-04-01“…Using the non-negative matrix factorization (NMF) algorithm, patients with OS were stratified into distinct subgroups based on 288 GRGs identified through univariable Cox analysis. …”
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5039
CLASSIFICATION OF IRRIGATION MANAGEMENT PRACTICES IN MAIZE HYBRIDS USING MULTISPECTRAL SENSORS AND MACHINE LEARNING TECHNIQUES
Published 2025-03-01“…Three accuracy metrics were utilized to evaluate the algorithms in the classification of irrigation management: correct classifications (CC), Kappa coefficient and F-Score. …”
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5040
Using the Nutri-Score to visualise food reformulation in Germany: the case of breakfast cereals
Published 2025-01-01“…Methods Using data from the German monitoring of packaged foods, changes in energy and nutrient content and the final nutritional score (FNS) of breakfast cereals, differentiated into children’s and non-children’s products, between 2019 (n = 888) and 2022 (n = 1473) were evaluated (Mann-Whitney test for two independent samples). …”
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