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170203 Knowledge Representation and Machine Learning (6)
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Hits 1 – 6 of 6
1
Discovering Sociolinguistic Associations with Structured Sparsity ...
Eisenstein, Jacob
;
Smith, Noah A.
;
Xing, Eric P.
. - : Figshare, 2018
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2
Diffusion of Lexical Change in Social Media ...
Eisenstein, Jacob
;
O'Connor, Brendan
;
Smith, Noah A.
. - : Carnegie Mellon University, 2014
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3
Diffusion of Lexical Change in Social Media ...
Eisenstein, Jacob
;
O'Connor, Brendan
;
Smith, Noah A.
. - : Carnegie Mellon University, 2014
BASE
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4
Discovering Sociolinguistic Associations with Structured Sparsity ...
Eisenstein, Jacob
;
Smith, Noah A.
;
Xing, Eric P.
. - : Carnegie Mellon University, 2011
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5
A Latent Variable Model for Geographic Lexical Variation ...
Eisenstein, Jacob
;
O'Connor, Brendan
;
Smith, Noah A.
;
Xing, Eric P.
. - : Carnegie Mellon University, 2010
Abstract:
The rapid growth of geotagged social media raises new computational possibilities for investigating geographic linguistic variation. In this paper, we present a multi-level generative model that reasons jointly about latent topics and geographical regions. High-level topics such as “sports” or “entertainment” are rendered differently in each geographic region, revealing topic-specific regional distinctions. Applied to a new dataset of geotagged microblogs, our model recovers coherent topics and their regional variants, while identifying geographic areas of linguistic consistency. The model also enables prediction of an author’s geographic location from raw text, outperforming both text regression and supervised topic models. ...
Keyword:
170203 Knowledge Representation and Machine Learning
;
FOS Psychology
URL:
https://dx.doi.org/10.1184/r1/6475412.v1
https://kilthub.cmu.edu/articles/A_Latent_Variable_Model_for_Geographic_Lexical_Variation/6475412/1
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6
A Latent Variable Model for Geographic Lexical Variation ...
Eisenstein, Jacob
;
O'Connor, Brendan
;
Smith, Noah A.
. - : Carnegie Mellon University, 2010
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