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Domain is a moving target for relational learning.

机译:域是关系学习的移动目标。

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摘要

The domain for relational learning was manipulated by varying the training set size for pigeons that had learned the same/different (S/D) concept. Six pigeons that had learned a S/D task with pairs of pictures with a set size of 1024 picture items had their training set size reduced to 8 items. Training on the reduced 8-item set was followed by transfer testing that was repeated four times. Transfer performance following reduction of the training set to 8 items was 9.2% less than it had been when the pigeons were trained with the 1024-item set, but 25.8% above chance. This partial abstract-concept learning remained constant over the four tests with novel stimuli. The results show that a broad domain established by a large expanding training set can once again become restricted by further training with a small training set.
机译:通过改变已学习相同/不同(S / D)概念的鸽子的训练集大小来操纵关系学习的领域。六只鸽子已经学习了S / D任务,并设置了成对的图片,这些图片的大小设置为1024个,而训练集大小减少为8个。在简化的8个项目上进行训练之后,进行转移测试,该测试重复了四次。将训练减少到8个项目后的转移性能比使用1024个项目对鸽子进行训练时降低了9.2%,但比机会高了25.8%。在具有新颖刺激的四个测试中,这种部分抽象概念的学习保持不变。结果表明,由大型扩展训练集建立的广阔领域可能再次受到小型训练集进一步训练的限制。

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