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Abstract: Modifications to Recursive Auto-Associative Memory are presented, which allow it to store deeper and more complex data structures than previously reported. These modifications include adding extra layers to the compressor and reconstructor networks, employing integer rather than real-valued representations, pre-conditioning the weights and pre-setting the representations to be compatible with them. The resulting system is tested on a data set of syntactic trees extracted from the Penn... (Update)
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Blair, A. D., Scaling-up RAAMs, Tech. Report CS-97-192, University of Brandeis, 1997. http://citeseer.ist.psu.edu/article/blair97scalingup.html More
@misc{ blair97scalingup,
author = "A. Blair",
title = "Scaling-up RAAMs",
text = "Blair, A. D., Scaling-up RAAMs, Tech. Report CS-97-192, University of Brandeis,
1997.",
year = "1997",
url = "citeseer.ist.psu.edu/article/blair97scalingup.html" }
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475 Building a large annotated corpus of English: the Penn Treeb.. - Marcus, Santorini et al. - 1993
340 Learning representation by back-propagating errors (context) - Rumelhart, Hinton et al. - 1986
198 Connectionism and cognitive architecture: a critical analysi.. - Fodor, Pylyshyn - 1988
192 Recursive Distributed Representations - Pollack - 1990
99 Tensor product variable binding and the representation of sy.. (context) - Smolensky - 1990
91 Distributed Representations (context) - Hinton, McClelland et al. - 1986
73 Syntactic transformations on distributed representations - Chalmers - 1990
48 Back propagation is sensitive to initial conditions - Kolen, Pollack - 1990
46 Learning Recursive Distributed Representations for Holistic .. - Chrisman - 1991
36 Direct Transfer of Learned Information Among Neural Networks - Pratt, Mostow et al. - 1991
32 Distributed Representations and Nested Compositional Structu.. - Plate - 1994
20 Learning internal representations from gray-scale images: An.. (context) - Cottrell, Munro et al. - 1987
14 Network learning on the Connection Machine (context) - Blelloch, Rosenberg - 1987
14 Fast-learning variations on back-propagation: an empirical s.. (context) - Fahlman - 1988
[Article contains additional citations not shown here]
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