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A Statistical Model of Word Rank Evolution ...
Abstract: The availability of large linguistic data sets enables data-driven approaches to study linguistic change. The Google Books corpus unigram frequency data set is used to investigate the word rank dynamics in eight languages. We observed the rank changes of the unigrams from 1900 to 2008 and compared it to a Wright-Fisher inspired model that we developed for our analysis. The model simulates a neutral evolutionary process with the restriction of having no disappearing and added words. This work explains the mathematical framework of the model - written as a Markov Chain with multinomial transition probabilities - to show how frequencies of words change in time. From our observations in the data and our model, word rank stability shows two types of characteristics: (1) the increase/decrease in ranks are monotonic, or (2) the rank stays the same. Based on our model, high-ranked words tend to be more stable while low-ranked words tend to be more volatile. Some words change in ranks in two ways: (a) by an ... : This manuscript - with 31 pages (main), 10 figures (main), 24 pages (supplementary), and 19 figures (supplementary) - is a manuscript for a journal research article ...
Keyword: Applications stat.AP; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2107.09948
https://dx.doi.org/10.48550/arxiv.2107.09948
BASE
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2
Body synchrony in triadic interaction.
In: Royal Society open science, vol 7, iss 9 (2020)
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3
Body synchrony in triadic interaction
In: R Soc Open Sci (2020)
BASE
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4
Language Origins Viewed in Spontaneous and Interactive Vocal Rates of Human and Bonobo Infants
Oller, D. Kimbrough; Griebel, Ulrike; Iyer, Suneeti Nathani. - : Frontiers Media S.A., 2019
BASE
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5
Weaving oneself into others : coordination in conversational systems
In: Eye-tracking in interaction (Amsterdam, 2018), p. 67-90
MPI für Psycholinguistik
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6
Weaving oneself into others. Coordination in conversational systems
In: Eye-tracking in Interaction. Studies on the role of eye gaze in dialogue (2018), 67-90
IDS Bibliografie zur Gesprächsforschung
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7
Social and configural effects on the cognitive dynamics of perspective-taking ...
Galati, Alexia; Dale, Rick; Duran, Nicholas. - : PsyArXiv, 2017
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8
Implied Motion Language can Influence Visual Memory ...
Vinson, David; Engelen, Jan; Zwaan, Rolf. - : PsyArXiv, 2017
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9
Sequence Memory Constraints Give Rise to Language-Like Structure through Iterated Learning
Dale, Rick; Christiansen, Morten H; Kirby, Simon. - : Public Library of Science, 2017
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10
Coordinating action and language
Farmer, Thomas A. [Verfasser]; Anderson, Sarah E. [Verfasser]; Freeman, Jonathan B. [Verfasser]. - Berlin : Humboldt-Universität zu Berlin, 2016
DNB Subject Category Language
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11
Coordinating actiona and language
In: Visually situated language comprehension (Amsterdam, 2016), p. 323-356
MPI für Psycholinguistik
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12
Coordinating action and language
In: Visually situated language comprehension (2016), S. 323-356
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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13
The early emergence and puzzling decline of relational reasoning: Effects of knowledge and search on inferring abstract concepts.
Walker, Caren M; Bridgers, Sophie; Gopnik, Alison. - : eScholarship, University of California, 2016
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14
The early emergence and puzzling decline of relational reasoning: Effects of knowledge and search on inferring abstract concepts.
Walker, Caren M; Bridgers, Sophie; Gopnik, Alison. - : eScholarship, University of California, 2016
BASE
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15
Coordinating action and language ...
Farmer, Thomas A.; Anderson, Sarah E.; Freeman, Jonathan B.. - : Humboldt-Universität zu Berlin, 2016
BASE
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16
Coordinating action and language
Farmer, Thomas A.; Anderson, Sarah E.; Dale, Rick. - : Humboldt-Universität zu Berlin, 2016
BASE
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17
"Your Tone Says It All". The processing and interpretation of affective language
In: Speech Communication 66 (2015), 47-64
IDS Bibliografie zur Gesprächsforschung
18
The role of adaptation in understanding linguistic diversity
In: Language structure and environment (Amsterdam, 2015), p. 289-318
MPI für Psycholinguistik
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19
Mirror neurons: from origin to function [including open peer commentary and author's response]
Gazzola, Valeria (Komm.); Rooij, Iris van (Komm.); Fogassi, Leonardo (Komm.)...
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 37 (2014) 2, 177-241
BLLDB
OLC Linguistik
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20
A mass assembly of associative mechanisms: A dynamical systems account of natural social interaction
In: Behavioral and brain sciences. - New York, NY [u.a.] : Cambridge Univ. Press 37 (2014) 2, 198
OLC Linguistik
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