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  3. 1043

    3D tooth identification for forensic dentistry using deep learning by Hamza Mouncif, Amine Kassimi, Thierry Bertin Gardelle, Hamid Tairi, Jamal Riffi

    Published 2025-04-01
    “…Abstract The classification of intraoral teeth structures is a critical component in modern dental analysis and forensic dentistry. …”
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    Article
  4. 1044

    Ecological Zonation As A Tool For Restoration Of Degraded Forests In Northern Mongolia by Antonín Kusbach, Tadeáš Štěrba, Jan Šebesta, Tomáš Mikita, Enkhtuya Bazarradnaa, Sarantuya Dambadarjaa, Martin Smola

    Published 2019-10-01
    “…Our analysis included clustering, ordination, classification, and ANOVA techniques. Based on the complex data set, we identified three geo-vegetation zones: forest-steppe, montane and dark taiga zone. …”
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  5. 1045

    An Indian UAV and leaf image dataset for integrated crop health assessment of soybean cropMendeley Data by Sayali Shinde, Vahida Attar

    Published 2025-06-01
    “…However, despite of its significance, several issues such as weeds, diseases, and pests hamper the overall productivity of soybean. …”
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  6. 1046

    Detection of Suicidal Ideation on Twitter using Machine Learning & Ensemble Approaches by Syed Tanzeel Rabani, Qamar Rayees Khan, Akib Mohi UD Din Khanday

    Published 2020-12-01
    “…Suicidal ideation is one of the most severe mental health issues faced by people all over the world. There are various risk factors involved that can lead to suicide. …”
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  7. 1047
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    ResSAXU-Net for multimodal brain tumor segmentation from brain MRI by Zheyuan Xiong

    Published 2025-07-01
    “…Combining dice loss and cross-entropy loss, the fusion loss function is introduced to deal with issues such as network convergence and data imbalance, and then Ressaxu-Net performance was simulated using the Brats2018 and Brats2019 datasets study, examining how the model performs in brain tumour classification. …”
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  9. 1049

    Scientific review of protocols to enhance informativeness of global health clinical trials by B. Burford, T. Norman, S. Dolley

    Published 2025-03-01
    “…The median number of recommendations per protocol was 28 (range: 13 to 52), covering a wide range of issues related to clinical trial design, implementation, analysis, and impact. …”
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  10. 1050

    Advanced Hybrid Transformer-CNN Deep Learning Model for Effective Intrusion Detection Systems with Class Imbalance Mitigation Using Resampling Techniques by Hesham Kamal, Maggie Mashaly

    Published 2024-12-01
    “…The results demonstrate that our method achieves an impressive 99.71% accuracy in binary classification and 99.02% in multi-class classification on the NF-UNSW-NB15-v2 dataset, while for the CICIDS2017 dataset, it reaches 99.93% in binary classification and 99.13% in multi-class classification, significantly outperforming existing models. …”
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  11. 1051

    Ransomware Family Attribution With ML: A Comprehensive Evaluation of Datasets Quality, Models Comparison, and a Simulated Deployment by Emilio Rios-Ochoa, Jesus Arturo Perez-Diaz, Enrique Garcia-Ceja, Gerardo Rodriguez-Hernandez

    Published 2025-01-01
    “…For instance, most studies focus solely on binary classification, overlook dataset quality issues, and rarely evaluate model performance in practical deployment environments. …”
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    Modulation recognition method based on multiscale convolutional fusion coding networks by LI Guojun, ZHU Siyuan, ZHENG Jianzhong, WANG Jie, YE Changrong

    Published 2025-01-01
    “…To address the issue of insufficient feature extraction in existing modulation recognition methods that limited classification accuracy, a Transformer-based modulation recognition method was proposed. …”
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    Image Data Augmentation Approaches: A Comprehensive Survey and Future Directions by Teerath Kumar, Rob Brennan, Alessandra Mileo, Malika Bendechache

    Published 2024-01-01
    “…This survey explores the mitigation of the overfitting issue through a comprehensive examination of image data augmentation techniques, which aim to enhance dataset size and diversity by introducing varied samples. …”
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  18. 1058

    MVSAPNet: A Multivariate Data-Driven Method for Detecting Disc Cutter Wear States in Composite Strata Shield Tunneling by Yewei Xiong, Xinwen Gao, Dahua Ye

    Published 2025-03-01
    “…However, existing methods that treat the problem as a classification task often overlook the issue of data imbalance. …”
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    A Robust Enhanced Ensemble Learning Method for Breast Cancer Data Diagnosis on Imbalanced Data by Zhenzhen Wang, Junde Xie, Jia Zhang

    Published 2024-01-01
    “…Addressing class imbalance in breast cancer data is essential for enhancing detection accuracy, yet traditional machine learning methods often overlook this imbalance, limiting their classification performance. To tackle this issue, we propose a robust enhanced ensemble learning method (REEL). …”
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