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习得年龄效应:来自单字阅读和神经网络的证据。

Age of Acquisition Effect: Evidence From Single-Word Reading and Neural Networks.

作者信息

Sohrabi Ahmad

机构信息

Department of Psychology, Faculty of Humanities and Social Sciences, University of Kurdistan, Sanandaj, Iran.

出版信息

Basic Clin Neurosci. 2019 Mar-Apr;10(2):137-146. doi: 10.32598/bcn.9.10.120. Epub 2019 Mar 1.

Abstract

INTRODUCTION

Many studies show that words learned early in life are read more easily than the ones learned later and are less vulnerable to brain damage.

METHODS

the first part of the current study, 25 primary school students in the 5th grade read the word groups learned initially during a previous grade. The words used in the experiments were 327 Farsi monosyllable words matched on the other factors involved in Farsi word naming.

RESULTS

The analysis of covariance (the consistency and frequency as covariates) showed that words learned in earlier grades were read more easily than the ones learned later, showing the known effect of the Age of Acquisition (AoA). In the second part of the study, it was tried to simulate AoA in word naming by a neural network model developed earlier based on connectionist approach. While previous studies used random patterns, in the current study words from primary school books were used. Likewise, words learned early by the model were read better than words learned later. However, there was a failure in replicating previous simulation of AoA in English reading by an algorithm called Quick prop for Farsi. In addition, the model was lesioned by removing some hidden units to see its effect on word reading. As a result, words learned earlier were less vulnerable to damage compared with the ones learned later.

CONCLUSION

The findings showed that words learned earlier, compared to those learned later, were read better and were less vulnerable to damage. These effects are explained by considering the nature of learning in neural networks trained by error back-propagation.

摘要

引言

许多研究表明,早年学习的单词比后来学习的单词更容易阅读,并且更不容易受到脑损伤。

方法

在本研究的第一部分,25名五年级小学生阅读了他们在前一个年级最初学习的单词组。实验中使用的单词是327个波斯语单音节词,这些词在与波斯语单词命名相关的其他因素上相互匹配。

结果

协方差分析(将一致性和频率作为协变量)表明,早年学习的单词比后来学习的单词更容易阅读,显示出已知的习得年龄(AoA)效应。在研究的第二部分,尝试通过先前基于联结主义方法开发的神经网络模型在单词命名中模拟习得年龄。虽然先前的研究使用随机模式,但在本研究中使用了小学课本中的单词。同样,模型早期学习的单词比后期学习的单词读得更好。然而,在使用一种名为Quick prop的算法对波斯语进行英语阅读的AoA先前模拟时未能成功复制。此外,通过移除一些隐藏单元对模型进行损伤,以观察其对单词阅读的影响。结果,与后期学习的单词相比,早期学习的单词更不容易受到损伤。

结论

研究结果表明,与后期学习的单词相比,早期学习的单词读得更好,并且更不容易受到损伤。通过考虑由误差反向传播训练的神经网络中的学习性质来解释这些效应。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d57c/6484193/0f5288167a2c/BCN-10-137-g001.jpg

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