Semi-Supervised Concept Learning by Concept-Cognitive Learning and Concept Space

IEEE Transactions on Knowledge and Data Engineering(2022)

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摘要
In human concept learning, people can naturally combine a handful of labeled data with abundant unlabeled data when they make classification decisions, which is also known as semi-supervised learning (SSL) in machine learning. Especially, human concept learning not only is a static process in human cognition but also can vary gradually with dynamic environments. Nevertheless, the classical SSL alg...
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关键词
Task analysis,Heuristic algorithms,Machine learning,Big Data,Semisupervised learning,Clustering algorithms
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