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Hits 1 – 11 of 11
1
Recurrent Autoassociative Networks and Holistic Computations
Ivelin Stoianov
In: http://odur.let.rug.nl/~stoianov/ps/ijcnn2000.Stoianov.RAN_Holistic_Computations.ps.gz (2000)
Abstract:
The paper presents an experimental study of holistic computations over distributed representations (DRs) of sequences developed by the Recurrent Autoassociative Networks (RAN). Three groups of holistic operators are studied: extracting symbols at fixed position, extracting symbols at a variable position and reversing strings. The success with those operators and the very good generalization pave the road for holistic linguistic transformations. Also, it brings a better understanding of the structure of the DRs developed by the RANs. I Introduction Will connectionism ever meet symbolism? Some would say "nom" disregarding the powerful symbolic computations the brain is able to perform. Others would search for connectionist models that ground symbolic computations and that can do even more, for example, to generalize over continuous input data. This study is a work in this direction. It explores the possibility of performing connectionist symbolic computations over distributed repre.
URL:
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.39.2477
http://odur.let.rug.nl/~stoianov/ps/ijcnn2000.Stoianov.RAN_Holistic_Computations.ps.gz
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2
Connectionist Learning to Read Aloud and Correlation to Human Data
Ivelin Stoianov
;
Laurie Stowe
;
John Nerbonne
In: http://www.let.rug.nl/~stoianov/ps/CS99_Reading_Stoianov_Stowe_Nerbonne.ps.gz (1999)
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3
Connectionist learning to read aloud and correlation to human data
Ivelin Stoianov
;
Laurie Stowe
;
John Nerbonne
In: http://odur.let.rug.nl/~nerbonne/papers/cogsci99.pdf (1999)
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4
Connectionist Grapheme to Phoneme Conversion: Exploring Distributed Representations
Ivelin Stoianov And
;
Ivelin Stoianov
;
John Nerbonne
In: http://www-uilots.let.uu.nl/publications/clin1999/Pap/stoianov.ps (1999)
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5
Recurrent Autoassociative Networks and Sequential Processing
Ivelin Stoianov
In: http://www.let.rug.nl/~stoianov/ps/ijcnn99.Stoianov.ps.gz (1999)
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6
Connectionist Learning of Natural Language Lexical Phonotactics
Ivelin Stoianov
;
John Nerbonne
In: http://www.let.rug.nl/~stoianov/ps/ml.conn.learn.nl.phonotactics.ps.gz (1998)
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7
Exploring Phonotactics with Simple Recurrent Networks
Ivelin Stoianov
;
John Nerbonne
In: http://www.let.rug.nl/~nerbonne/papers/clin98srn.ps (1998)
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8
Modelling the phonotactic structure of natural language words with Simple Recurrent Networks
Ivelin Stoianov
;
John Nerbonne
;
Huub Bouma
In: http://grid.let.rug.nl/~nerbonne/papers/clin97.Stoianov.Nerbonne.Bouma.PhonotacticsLearning.pdf (1998)
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9
Modelling the phonotactic structure of natural language words with Simple Recurrent Networks
Ivelin Stoianov
;
Huub Bouma
;
John Nerbonne
In: http://grid.let.rug.nl/~stoianov/ps/dutch.phonot.poster97.ps.gz (1997)
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10
Modelling the phonotactic structure of natural language words with Simple Recurrent Networks
Ivelin Stoianov
;
John Nerbonne
;
Huub Bouma
In: http://www.let.rug.nl/~stoianov/ps/clin97.Stoianov.Nerbonne.Bouma.PhonotacticsLearning.ps.gz (1997)
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11
Tree based Analysis of Simple Recurrent Network Learning
Ivelin Stoianov
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