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1
Deep Neural Network Acoustic Models for ASR
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2
Acoustic modeling using deep belief networks
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 20 (2012) 1, 14-22
BLLDB
OLC Linguistik
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3
Discovering binary codes for documents by learning deep generative models
In: Topics in cognitive science. - Hoboken, NJ [u.a.] : Wiley 3 (2011) 1, 74-91
BLLDB
OLC Linguistik
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4
Learning Deep Generative Models
Abstract: Building intelligent systems that are capable of extracting high-level representations from high-dimensional sensory data lies at the core of solving many AI related tasks, including object recognition, speech perception, and language understanding. Theoretical and biological arguments strongly suggest that building such systems requires models with deep architectures that involve many layers of nonlinear processing. The aim of the thesis is to demonstrate that deep generative models that contain many layers of latent variables and millions of parameters can be learned efficiently, and that the learned high-level feature representations can be successfully applied in a wide spectrum of application domains, including visual object recognition, information retrieval, and classification and regression tasks. In addition, similar methods can be used for nonlinear dimensionality reduction.
Keyword: computer science; probabilistic graphical models
URL: http://hdl.handle.net/1807/19226
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5
Unsupervised discovery of nonlinear structure using contrastive backpropagation
In: Cognitive science. - Hoboken, NJ : Wiley-Blackwell 30 (2006) 4, 725-731
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OLC Linguistik
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6
Unsupervised Discovery of Nonlinear Structure Using Contrastive Backpropagation
In: Cognitive science. - Hoboken, NJ : Wiley-Blackwell 30 (2006) 4, 725
OLC Linguistik
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7
Learning to use spike timing in a resticted Boltzmann machine
In: Probabilistic models of the brain (Cambridge, 2002), p. 285-296
MPI für Psycholinguistik
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8
Simulating brain damage
In: Exploring cognition (London, 2000), p.409-421
MPI für Psycholinguistik
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9
Learning mixture models of spatial coherence
In: Unsupervised learning (Cambridge, MA [etc.], 1999), p. 223-234
MPI für Psycholinguistik
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10
The Helmholtz machine
In: Unsupervised learning (Cambridge, MA [etc.], 1999), p. 277-292
MPI für Psycholinguistik
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11
Learning population codes by minimizing description length
In: Unsupervised learning (Cambridge, MA [etc.], 1999), p. 261-276
MPI für Psycholinguistik
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12
Unsupervised learning : foundations of neural computation
Hinton, Geoffrey E.; Sejnowski, T.J.. - Cambridge, MA [etc.] : MIT Press, 1999
MPI für Psycholinguistik
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13
Phoneme recognition using time-delay neural networks
In: Back-propagation (Hove, 1995), p. 35-62
MPI für Psycholinguistik
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14
Spatial coherence as an internal teacher for a neural network
In: Back-propagation (Hove, 1995), p. 313-350
MPI für Psycholinguistik
15
Learning internal representations by error propagation
In: Cognitive science ; 1. - Aldershot : Elgar (1995), 531-576
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16
Lesioning an attractor network : investigations of acquired dyslexia
In: Psychological review. - Washington, DC [u.a.] : American Psychological Association 98 (1991) 1, 74-95
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17
Connectionist approaches
McDermott, Erik (Mitarb.); Iwamida, Hitoshi (Mitarb.); Katagiri, Shigeru (Mitarb.)...
In: Readings in speech recognition. - San Mateo, Calif. : Kaufmann (1990), 371-446
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18
Connectionist symbol processing
Hinton, Geoffrey E. (Mitarb.); Touretzky, David S. (Mitarb.); Pollack, Jordan B. (Mitarb.)...
In: Artificial intelligence. - Amsterdam : Elsevier 46 (1990) 1-2, 1-257
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19
Learning distributed representations of concepts
In: Parallel distributed processing (Oxford, 1989), P. 46-61
MPI für Psycholinguistik
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20
Scene-based and viewer-centered representations for comparing shapes
In: Cognition. - Amsterdam [u.a] : Elsevier 30 (1988) 1, 1-35
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