Exploring unsupervised feature extraction algorithms: tackling high dimensionality in small datasets by Hongqi Niu, Gabrielle B. McCallum, Anne B. Chang, Khalid Khan, Sami Azam

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Star Classifier Head on Deformable Attention Vision Transformer for Small Datasets by Muhammad Izzah Alfatih, Suryo Adhi Wibowo

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Recent progress on machine learning with limited materials data: Using tools from data science and domain knowledge by Bangtan Zong, Jinshan Li, Tinghuan Yuan, Jun Wang, Ruihao Yuan

Subjects: “…Small datasets…”
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AN APPROACH TO RELIABILITY ANALYSIS OF AIRCRAFT SYSTEMS FOR A SMALL DATASET by Onyedikachi Chioma OKORO, Maksym ZALISKYI, Dmytriiev SERHII, Ibinabo ABULE

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Machine learning-driven predictive modeling of mechanical properties in diverse steels by Movaffaq Kateb, Sahar Safarian

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Noise-induced self-supervised hybrid UNet transformer for ischemic stroke segmentation with limited data annotations by Wei Kwek Soh, Jagath C. Rajapakse

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Enhancing space sensor resilience with transfer learning in data-scarce scenarios by Dileep Kumar, Manuel Domínguez-Pumar, Beatriz Otero-Calviño, Joan Pons-Nin, Josefina Torres, Mercedes Marín, Javier Gómez-Elvira, Luis Mora, Sara Navarro, Jose Rodríguez-Manfredi

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MCE-HGCN: Heterogeneous Graph Convolution Network for Analog IC Matching Constraints Extraction by Yong Zhang, Yong Yin, Ning Xu, Bowen Jia

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Improving the accuracy of prediction models for small datasets of Cytochrome P450 inhibition with deep learning by Elpri Eka Permadi, Reiko Watanabe, Kenji Mizuguchi

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Automated detection of sea cucumbers in turbid subtidal marine habitats: An explainable approach by Cheryl Chu, Yi-Fei Gu, Adrian Wong, Bayden D. Russell

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Cost-sensitive regression learning on small dataset through intra-cluster product favoured feature selection by Fangfang Xu, Huan Zhao, Weihua Zhou, Yun Zhou

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Real Implementation and Testing of Short-Term Building Load Forecasting: A Comparison of SVR and NARX by Juan José Hernández, Irati Zapirain, Haritza Camblong, Nora Barroso, Octavian Curea

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Optimizing Sensor Data Interpretation via Hybrid Parametric Bootstrapping by Victor V. Golovko

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