Addressing data scarcity in speech emotion recognition: A comprehensive review by Samuel Kakuba, Dong Seog Han

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Addressing data scarcity in deep learning: Leveraging real and artificial datasets to predict compaction of composites by Anatoly Koptelov, Hanna Beketova, Jonathan P.-H. Belnoue, Stephen R. Hallett, Iryna Tretiak

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Enhancing Predictive Accuracy Under Data Scarcity: Modeling Molecular Interactions to Describe Sealing Material Compatibility with Bio-Hybrid Fuels by Lukas Boden, Faras Brumand-Poor, Linda Pleninger, Katharina Schmitz

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Opinion: Mental health research: to augment or not to augment by Argyrios Perivolaris, Alice Rueda, Karisa Parkington, Achint Soni, Sirisha Rambhatla, Sirisha Rambhatla, Reza Samavi, Rakesh Jetly, Andrew Greenshaw, Yanbo Zhang, Bo Cao, Bo Cao, Bo Cao, Sri Krishnan, Venkat Bhat, Venkat Bhat

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Recovering manifold representations via unsupervised meta-learning by Yunye Gong, Jiachen Yao, Ruyi Lian, Xiao Lin, Chao Chen, Ajay Divakaran, Yi Yao

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On Predicting Marine Engine Measurements with Synthetic Data in Scarce Dataset by Sandi Baressi Šegota, Igor Poljak, Nikola Anđelić, Vedran Mrzljak

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Generative Adversarial Networks (GANs) for Image Augmentation in Farming: A Review by Zahid Ur Rahman, Mohd Shahrimie Mohd Asaari, Haidi Ibrahim, Intan Sorfina Zainal Abidin, Mohamad Khairi Ishak

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A Generalized Convolutional Neural Network Model Trained on Simulated Data for Fault Diagnosis in a Wide Range of Bearing Designs by Amirmasoud Kiakojouri, Ling Wang

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Grammatical error correction for low-resource languages: a review of challenges, strategies, computational and future directions by Syauqie Muhammad Marier, Xiangfan Chen, Linan Zhu, Xiangjie Kong

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Learning Power Systems Waveform Incipient Patterns Through Few-Shot Meta-Learning by Lixian Shi, Qiushi Cui, Yang Weng, Yigong Zhang, Shilong Chen, Jian Li, Wenyuan Li

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A physically based analytical model of flood frequency curves by S. Basso, M. Schirmer, G. Botter

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Using fuzzy decision support to create a positive mental health environment for preschoolers by Xinyue Li

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A Reproducible Pipeline for Leveraging Operational Data Through Machine Learning in Digitally Emerging Urban Bus Fleets by Bernardo Tormos, Vicente Bermudez, Ramón Sánchez-Márquez, Jorge Alvis

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A cost-effective approach to counterbalance the scarcity of medical datasets by Bernardo Magnini, Saeed Farzi, Pietro Ferrazzi, Pietro Ferrazzi, Soumitra Ghosh, Alberto Lavelli, Giulia Mezzanotte, Manuela Speranza

Subjects: “…clinical data scarcity…”
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