کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
410654 679154 2009 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Incremental learning of sequence patterns with a modular network model
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Incremental learning of sequence patterns with a modular network model
چکیده انگلیسی

The relationship between generalization and differentiation fluctuates depending on the ongoing context, which is extracted by the current adaptive capability of the learner. In the present report, we numerically examine the relationship between generalization and differentiation using a novel connectionist model. The simulation results of incremental learning indicate that the newly added sequence modifies the previously learned internal representations in a different manner, depending on the inconsistency with the preceding task. This observation supports our assertion that it is fundamentally important to investigate how the transition dynamics of learning toward a goal affects the finally acquired structure of the learner.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurocomputing - Volume 72, Issues 7–9, March 2009, Pages 1910–1919
نویسندگان
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