کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
936802 1475203 2009 7 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Using habituation in machine learning
موضوعات مرتبط
علوم زیستی و بیوفناوری علم عصب شناسی علوم اعصاب رفتاری
پیش نمایش صفحه اول مقاله
Using habituation in machine learning
چکیده انگلیسی

Habituation, a decrement in response to a stimulus that is presented repeatedly without ill effect, can be identified in almost all animals. It can also be used in machine learning to provide a variety of different applications, such as novelty detection, recency encoding, and temporal signal pre-processing. This paper examines how habituation can be mathematically modelled, and discusses how well these models fit the revised characteristics of habituation. It then demonstrates how the models can be combined with neural networks in order to realise the various applications. Finally, some simple experimental results are presented that demonstrate the effectiveness of the methods.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neurobiology of Learning and Memory - Volume 92, Issue 2, September 2009, Pages 260–266
نویسندگان
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