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Textual machine learning

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Journal Article
Demography (2023) 60 (2): 493–516.
Published: 01 April 2023
.... Copyright © 2023 The Authors 2023 This is an open access article distributed under the terms of a Creative Commons license (CC BY-NC-ND 4.0). Fertility decline Fertility transition Ideational change Naming patterns Textual machine learning Demographers and historians have long tried...
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Includes: Supplementary data
Journal Article
Demography (2017) 54 (2): 571–602.
Published: 17 March 2017
...; on average, there are 31 raters per occupation. Similar to previous studies that used information from occupational databases, it is not possible to simultaneously use all the variables capturing job skills. High collinearity makes precise estimation impossible. We use the textual definitions of DOT...
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Includes: Supplementary data
Journal Article
Demography (2018) 55 (5): 1979–1999.
Published: 01 October 2018
... textual data provides only a partial understanding of the meaning embedded within this content. And although analyzing word counts or using machine learning techniques (i.e., methods in which algorithms are trained to recognize user traits based on patterns inferred from input data) to categorize text may...
Journal Article
Demography (2021) 58 (4): 1197–1221.
Published: 01 August 2021
... work has examined the main textual description of listings, with the exception of Kennedy et al.'s ( 2021 ) recent study. Although collecting and analyzing these data is more time consuming and labor intensive, it allows for a deeper understanding of the information commonly included in online rental...
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Includes: Supplementary data