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1
Talkers account for listener and channel characteristics to communicate efficiently
Pate, John K; Goldwater, Sharon. - : Elsevier, 2015
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2
A Computationally efficient algorithm for learning topical collocation models
Zhao, Zhendong; Du, Lan; Börschinger, Benjamin; Pate, John K; Ciaramita, Massimiliano; Steedman, Mark; Johnson, Mark. - : Red Hook, New York : Association for Computational Linguistics, 2015
Abstract: Most existing topic models make the bagof-words assumption that words are generated independently, and so ignore potentially useful information about word order. Previous attempts to use collocations (short sequences of adjacent words) in topic models have either relied on a pipeline approach, restricted attention to bigrams, or resulted in models whose inference does not scale to large corpora. This paper studies how to simultaneously learn both collocations and their topic assignments. We present an efficient reformulation of the Adaptor Grammar-based topical collocation model (AG-colloc) (Johnson, 2010), and develop a point-wise sampling algorithm for posterior inference in this new formulation. We further improve the efficiency of the sampling algorithm by exploiting sparsity and parallelising inference. Experimental results derived in text classification, information retrieval and human evaluation tasks across a range of datasets show that this reformulation scales to hundreds of thousands of documents while maintaining the good performance of the AG-colloc model. ; 10 page(s)
URL: http://hdl.handle.net/1959.14/1050286
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3
Children's perception of dialect variation*
In: Journal of child language. - Cambridge [u.a.] : Cambridge Univ. Press 41 (2014) 5, 1062-1084
OLC Linguistik
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4
Syllable weight encodes mostly the same information for English word segmentation as dictionary stress
Pate, John K; Johnson, Mark. - : Doha, Qatar : Association for Computational Linguistics, 2014
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5
Children's perception of dialect variation
Clopper, Cynthia G; Wagner, Laura; Pate, John K. - : Cambridge University Press, 2014
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6
Unsupervised dependency parsing with acoustic cues
Pate, John K; Goldwater, Sharon. - : Association for Computational Linguistics, 2013
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7
Unsupervised syntactic chunking with acoustic cues : computational models for prosodic bootstrapping
Pate, John K; Goldwater, Sharon. - : Madison, WI, USA : Association for Computational Linguistics, 2011
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8
Predictability effects in adult-directed and infant-directed speech : does the listener matter?
Pate, John K; Goldwater, Sharon. - : Austin, TX : Cognitive Science Society, 2011
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9
Effects of talker and token variability on perceptual learning of dialect categories
Clopper, Cynthia G; Pate, John K. - : Melville, New York : American Institute of Physics, 2008
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