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1
Towards Evaluation of Cultural-scale Claims in Light of Topic Model Sampling Effects ...
Abstract: Cultural-scale models of full text documents are prone to over-interpretation by researchers making unintentionally strong socio-linguistic claims (Pechenick et al., 2015) without recognizing that even large digital libraries are merely samples of all the books ever produced. In this study, we test the sensitivity of the topic models to the sampling process by taking random samples of books in the Hathi Trust Digital Library from different areas of the Library of Congress Classification Outline. For each classification area, we train several topic models over the entire class with different random seeds, generating a set of spanning models. Then, we train topic models on random samples of books from the classification area, generating a set of sample models. Finally, we perform a topic alignment between each pair of models by computing the Jensen-Shannon distance (JSD) between the word probability distributions for each topic. We take two measures on each model alignment: alignment distance and topic ... : 2016 International Conference on Computational Social Science (IC2S2), June 23-26, 2016. 3 pages ...
Keyword: Computation and Language cs.CL; Digital Libraries cs.DL; FOS Computer and information sciences; Information Retrieval cs.IR
URL: https://arxiv.org/abs/1512.05004
https://dx.doi.org/10.48550/arxiv.1512.05004
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2
Umwelt or Umwelten? How should shared representation be understood given such diversity?
In: Semiotica. - Berlin ; Boston : De Gruyter Mouton (2014) 198, 137-158
OLC Linguistik
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3
Navigating in a three-dimensional world : [including open peer commentary and authors' response]
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 36 (2013) 5, 523-543
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4
Does evidence from ethology support bicoded cognitive maps?
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 36 (2013) 5, 570-571
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5
From encyclopedia to ontology: toward dynamic representation of the discipline of philosophy
In: Synthese. - Dordrecht [u.a.] : Springer Science+Business Media 182 (2011) 2, 205-233
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6
Synthese special issue: representing philosophy
In: Synthese. - Dordrecht [u.a.] : Springer Science+Business Media 182 (2011) 2, 181-183
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7
Erratum to: Synthese special issue: representing philosophy
In: Synthese. - Dordrecht [u.a.] : Springer Science+Business Media 183 (2011) 2, 277
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8
Conceptual discontinuity involves recycling old processes in new domains
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 34 (2011) 3, 136-137
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9
Précis of "The Origin of Concepts" : [including open peer commentary and author's response]
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 34 (2011) 3, 113-167
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10
A conceptual and computational model of moral decision making in human and artificial agents
In: Topics in cognitive science. - Hoboken, NJ [u.a.] : Wiley 2 (2010) 3, 454-485
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11
"Mirror, mirror in the brain, what's the monkey stand to gain?"
In: Noûs. - Hoboken, NJ : Wiley 44 (2010) 2, 372-391
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12
The lower bounds of cognition : what do spinal cords reveal?
In: The Oxford handbook of philosophy and neuroscience (Oxford, 2009), p. 129-142
MPI für Psycholinguistik
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13
The case for animal emotions : modeling neuropsychiatric disorders
In: The Oxford handbook of philosophy and neuroscience (Oxford, 2009), p. 522-538
MPI für Psycholinguistik
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14
How “weak” mindreaders inherited the earth
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 32 (2009) 2, 140
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15
How we know our own minds: the relationship between mindreading and metacognition : [including open peer commentary and author's response]
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 32 (2009) 2, 121-182
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16
How to reason without words: inference as categorization [<Journal>]
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17
Machine morality: bottom-up and top-down approaches for modelling human moral faculties
In: AI & society. - Guildford : Springer-Verl. London 22 (2008) 4, 565
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18
Animal Play and the Evolution of Morality: An Ethological Approach
In: Topoi. - Dordrecht [u.a.] : Springer Science + Business Media B.V. 24 (2005) 2, 125-136
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19
The cognitive animal : empirical and theoretical perspectives on animal cognition
Bekoff, Marc; Allen, Colin; Burghardt, Gordon M.. - Cambridge, Mass : MIT Press, 2002
MPI für Psycholinguistik
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20
Cyberphilosophy : the intersection of philosophy and computing
Moor, James H. (Hrsg.); Bynum, Terrell Ward (Hrsg.); Mandik, Pete (Mitarb.)...
In: Metaphilosophy. - Malden, Mass. : Wiley-Blackwell 33 (2002) 1-2, 4-253
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