以下为句子列表：
英文: A semi-supervised learning system was proposed based on ART (adaptive resonance theory).
中文: 摘要根据自适应谐振理论提出了半监督学习自适应谐振理论系统。
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英文: Decision theory, statistical classification, maximum likelihood and Bayesian estimation, non-parametric methods, unsupervised learning and clustering.
中文: 决策理论，统计分类，最大似然和贝叶斯估计，非参数方法，非监督的学习与聚类。
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英文: It overcomes the limitation in the assumption in other semi-supervised learning algorithms that probabilistic distribution of data is known, and has the strong ability of learning new patterns and correcting errors because of stability and plasticity of t
中文: 在该系统中取消了一般半监督学习算法中假定已知数据概率分布的条件限制，利用自适应谐振理论的稳定性和可塑性，使其具有非常强的学习新模式和纠正错误能力。
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英文: Supervised learning with the use of regression and classification networks with sparse data sets will be explored.
中文: 也将在课程中以带有稀疏值理论的分类神经网络与回归的使用来探讨监督式学习。
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英文: The idea of supervised learning is to provide examples for an algorithm to learn from.
中文: 所谓的监督式学习就是为算法提供学习的例子。
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