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Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection

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Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection. / McCrea, Rachel.
In: Crime and Delinquency, Vol. 67, No. 13-14, 31.12.2021, p. 2237-2253.

Research output: Contribution to Journal/MagazineJournal articlepeer-review

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McCrea R. Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection. Crime and Delinquency. 2021 Dec 31;67(13-14):2237-2253. Epub 2020 Dec 22. doi: 10.1177/0011128720981908

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McCrea, Rachel. / Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection. In: Crime and Delinquency. 2021 ; Vol. 67, No. 13-14. pp. 2237-2253.

Bibtex

@article{a34106e273ef47b89f200faefc31dd13,
title = "Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection",
abstract = "Recently, multiple systems estimation (MSE) has been applied to estimate the number of victims of human trafficking in different countries. The estimation procedure consists of a log-linear analysis of a contingency table of population registers and covariates. As the number of potential models increases exponentially with the number of registers and covariates, it is practically impossible to fit and compare all models. Therefore, the model search needs to be restricted to a small subset of all potential models. This paper addresses principles and criteria for model assessment and selection for MSE of human trafficking with special attention to sparsity which is typical to human trafficking data. The concepts are illustrated on data from Slovakia and Romania. ",
author = "Rachel McCrea",
year = "2021",
month = dec,
day = "31",
doi = "10.1177/0011128720981908",
language = "English",
volume = "67",
pages = "2237--2253",
journal = "Crime and Delinquency",
issn = "0011-1287",
publisher = "SAGE Publications Inc.",
number = "13-14",

}

RIS

TY - JOUR

T1 - Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection

AU - McCrea, Rachel

PY - 2021/12/31

Y1 - 2021/12/31

N2 - Recently, multiple systems estimation (MSE) has been applied to estimate the number of victims of human trafficking in different countries. The estimation procedure consists of a log-linear analysis of a contingency table of population registers and covariates. As the number of potential models increases exponentially with the number of registers and covariates, it is practically impossible to fit and compare all models. Therefore, the model search needs to be restricted to a small subset of all potential models. This paper addresses principles and criteria for model assessment and selection for MSE of human trafficking with special attention to sparsity which is typical to human trafficking data. The concepts are illustrated on data from Slovakia and Romania.

AB - Recently, multiple systems estimation (MSE) has been applied to estimate the number of victims of human trafficking in different countries. The estimation procedure consists of a log-linear analysis of a contingency table of population registers and covariates. As the number of potential models increases exponentially with the number of registers and covariates, it is practically impossible to fit and compare all models. Therefore, the model search needs to be restricted to a small subset of all potential models. This paper addresses principles and criteria for model assessment and selection for MSE of human trafficking with special attention to sparsity which is typical to human trafficking data. The concepts are illustrated on data from Slovakia and Romania.

UR - http://dx.doi.org/10.1177/0011128720981908

U2 - 10.1177/0011128720981908

DO - 10.1177/0011128720981908

M3 - Journal article

VL - 67

SP - 2237

EP - 2253

JO - Crime and Delinquency

JF - Crime and Delinquency

SN - 0011-1287

IS - 13-14

ER -