Autoencoding with a Learning Classifier System: Initial Results

July 26, 2019 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Larry Bull arXiv ID 1907.11554 Category cs.NE: Neural & Evolutionary Citations 3 Venue arXiv.org Last Checked 4 months ago
Abstract
Autoencoders enable data dimensionality reduction and a key component of many (deep) learning systems. This short paper introduces a form of Holland's Learning Classifier System (LCS) to perform autoencoding building upon a previously presented form of LCS that utilises unsupervised learning for clustering. Initial results using a neural network representation suggest it is an effective approach to reduction.
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