Publications
2023
Scholarly publications
Sayed, K. H. A., Cruyff, M. J. L. F., & van der Heijden, P. G. M. (2023).
The analysis of randomized response “ever” and “last year” questions: A non-saturated Multinomial model.
Behavior Research Methods.
https://doi.org/10.3758/s13428-023-02096-3 2022
Scholarly publications
Sayed, K., Cruyff, M., Van der Heijden, P. G. M., & Petróczi, A. (2022).
Refinement of the extended crosswise model with a number sequence randomizer: Evidence from three different studies in the UK.
PLoS One,
17(12), 1-19. [1].
https://doi.org/10.1371/journal.pone.0279741 Petróczi, A.
, Cruyff, M., de Hon, O., Sagoe, D., & Saugy, M. (2022).
Hidden figures: Revisiting doping prevalence estimates previously reported for two major international sport events in the context of further empirical evidence and the extant literature.
Frontiers in Sports and Active Living,
4, [1017329].
https://doi.org/10.3389/fspor.2022.1017329van der Heijden, P. G. M., Cruyff, M., Smith, P. A., Bycroft, C., Graham, P., & Matheson-Dunning, N. (2022).
Multiple system estimation using covariates having missing values and measurement error: Estimating the size of the Māori population in New Zealand.
Journal of the Royal Statistical Society, Series A: Statistics in Society,
185(1), 156-177.
https://doi.org/10.1111/rssa.12731 Professional publications
van der Heijden, P. G. M., Cruyff, M., & van Dijk, J. (2022). Monitoreo de la prevalencia de la trata de personas a través de la estimación de sistemas múltiples. Un manual de las Naciones Unidas para responsables de políticas públicas, profesionales e investigadores comprometidos con el objetivo de desarrollo sostenible 16.2. . United Nations on Drugs and Crime.
2021
Scholarly publications
Cruyff, M., Overstall, A., Papathomas, M., & McCrea, R. (2021).
Multiple System Estimation of Victims of Human Trafficking: Model Assessment and Selection.
Crime and Delinquency,
67(13-14), 2237-2253.
https://doi.org/10.1177/0011128720981908 Gleaves, J., Petroczi, A., Folkerts, D.
, de Hon, O., Macedo, E., Saugy, M.
, & Cruyff, M. (2021).
Doping Prevalence in Competitive Sport: Evidence Synthesis with "Best Practice" Recommendations and Reporting Guidelines from the WADA Working Group on Doping Prevalence.
Sports Medicine,
51(9), 1909-1934.
https://doi.org/10.1007/s40279-021-01477-yGleaves, J., Petróczi, A., Folkerts, D.
, de Hon, O., Macedo, E., Saugy, M.
, & Cruyff, M. (2021).
Doping Prevalence in Competitive Sport: Evidence Synthesis with “Best Practice” Recommendations and Reporting Guidelines from the WADA Working Group on Doping Prevalence.
Sports Medicine,
51(9), 1909-1934.
https://doi.org/10.1007/s40279-021-01477-yHilkens, L.
, Cruyff, M., Woertman, L., Benjamins, J., & Evers, C. (2021).
Social Media, Body Image and Resistance Training: Creating the Perfect ‘Me’ with Dietary Supplements, Anabolic Steroids and SARM’s.
Sports Medicine - Open,
7(1), 1-13. [81].
https://doi.org/10.1186/s40798-021-00371-1van Dijk, J.
, Cruyff, M., & van der Heijden, P. G. M. (2021).
Multiple systems estimation slachtoffers mensenhandel Nederland 2016-2019. (Rapport 3132 ed.) Wetenschappelijk Onderzoeks- en DocumentatieCentrum/WODC.
https://repository.wodc.nl/handle/20.500.12832/3123Smith, P. A.
, van der Heijden, P. G. M., & Cruyff, M. (2021).
Measurement errors in multiple systems estimation. In G. C. Porzio, C. Rampichini, & C. Bocci (Eds.),
CLADAG 2021 Book of abstracts and short papers: 13th Scientific Meeting of the Classification and Data Analysis Group - Firenze, September 9-11, 2021 (pp. 211-214). (Proceedings e report). Firenze University Press.
https://doi.org/10.36253/978-88-5518-340-6Sagoe, D.
, Cruyff, M., Spendiff, O., Chegeni, R., De Hon, O.
, van der Heijden, P. G. M., Saugy, M., & Petróczi , A. (2021).
Functionality of the Crosswise Model for Assessing Sensitive or Transgressive Behavior: A Systematic Review and Meta-Analysis.
Frontiers in Psychology,
12, 1-19. [655592].
https://doi.org/10.3389/fpsyg.2021.6555922020
Scholarly publications
van der Heijden, P. G. M., & Cruyff, M. J. L. F. (2020).
Contribution to the discussion of B.W. Silverman, Multiple-systems analysis for the quantification of modern slavery: classical and Bayesian approaches. Journal of the Royal Statistical Society: Series A,
183(3), 727-728.
https://doi.org/10.1111/rssa.12505 Vincent, K., Bales, K., Durgana, D. P.
, Cruyff, M., van der Heijden, P. G. M., & Dijk, J. V. (2020).
Misunderstandings of Multiple Systems Estimation: A Response to “On the Unreliability of Multiple Systems Estimation for Estimating the Number of Potential Victims of Modern Slavery in the UK” by Whitehead, Jackson, Balch, and Francis (2019).
Journal of Human Trafficking.
https://doi.org/10.1080/23322705.2020.1833571Vincent, K., Bales, K., Durgana, D. P.
, Cruyff, M., van der Heijden, P. G. M., & van Dijk, J. (2020).
Vincent et al. Concluding Response to Whitehead et al. Journal of Human Trafficking.
https://doi.org/10.1080/23322705.2020.1833572Professional publications
2019
Scholarly publications
ten Boom, A., Wittebrood, K., Alink, L. R. A.
, Cruyff, M. J. L. F., Downes, R. E., van Eijkern, E. Y. M., van Gils, G. H. C.
, van der Heijden, P. G. M., Prevoo, M. J. L., Ramakers, C. C., Schellingerhout, R., Snippe, J. M., & Veenstra, D. R. (2019).
De prevalentie van huiselijk geweld en kindermishandeling in Nederland. (Cahiers 2019-01). WODC.
https://www.wodc.nl/onderzoeksdatabase/2668i-synthese-prevalentieonderzoek-hg-en-kimi.aspxCruyff, M. J. L. F., van der Heijden, P. G. M., Smith, P. A., Bycroft, C., & Graham, P. (2019).
Multiple system estimation for the size of the Māori population in New Zealand. In
Proceedings of the 62nd ISI World Statistics Congress 2019: Special Topic Session (Vol. 3, pp. 315-323)
https://dspace.library.uu.nl/bitstream/handle/1874/390897/Cruyff_et_al._2019_Pages_from_5.Special_Topic_Session_STS_Volume_3.pdf?sequence=3 Böckenholt, U., Cruyff, M. J. L. F., van der Heijden, P. G. M., & van den Hout, A. (2019). On the Measurement of Noncompliance Using (Randomized) Item Response Models. In G. R. Hancock, J. R. Harring, & G. B. Macready (Eds.), Advances in Latent Class Analysis: A Festschrift in Honor of C. Mitchell Dayton (pp. 1-16). Information Age Publishing Inc.
van der Heijden, P. G. M., Smith, P. A., Whittaker, J., Cruyff, M. J. L. F., & Bakker, B. (2019). Dual and multiple system estimation with fully and partially observed covariates. In L. C. Zhang, & R. L. Chambers (Eds.), Analysis of integrated data. (pp. 137-168). CRC Press.
2018
Scholarly publications
Cruyff, M. J. L. F., Cerri, J., Scuffi, L., Nocita, A., Zaccaroni, M., & Lenuzza, A. (Accepted/In press).
Characterizing noncompliance in conservation: a multidimensional randomized response technique for multinomial responses. bioRxiv.
https://doi.org/10.1101/453159 Chang, C. H.
, Cruyff, M. J. L. F., & Giam, X. (2018).
Examining conservation compliance with randomized response technique analyses.
Conservation Biology,
32(6), 1448-1456.
https://doi.org/10.1111/cobi.13133van der Heijden, P. G. M., Smith, P. A.
, Cruyff, M. J. L. F., & Bakker, B. F. M. (2018).
An overview of population size estimation where linking registers results in incomplete covariates, with an application to mode of transport of serious road casualties.
Journal of Official Statistics,
34(1), 239-263.
https://doi.org/10.1515/jos-2018-0011 Other output
Van Dijk, J., Cruyff, M. J. L. F., van der Heijden, P. G. M., & Kragten-Heerdink, S. L. J. (2018). Monitoring Target 16.2 of the United Nations Sustainable Development Goals: A multiple systems estimation of the numbers of presumed human trafficking victims in the Netherlands in 2010-2015 by year, age, gender, form of exploitation and nationality. UNODC.
Van Dijk, J., Cruyff, M. J. L. F., & van der Heijden, P. G. M. (2018). Monitoring Target 16.2 of the United Nations Sustainable Development Goals: multiple systems estimation of the numbers of presumed victims in persons: Serbia. UNODC.
Van Dijk, J., Cruyff, M. J. L. F., & van der Heijden, P. G. M. (2018). Monitoring Target 16.2 of the United Nations Sustainable Development Goals: multiple systems estimation of the numbers of presumed victims of trafficking in persons: Romania. UNODC.
Van Dijk, J., Cruyff, M. J. L. F., & van der Heijden, P. G. M. (2018). Monitoring Target 16.2 of the United Nations Sustainable Development Goals: multiple systems estimation of the numbers of presumed victims of trafficking in persons: Ireland. UNODC.
2017
Scholarly publications
Husken, T. F., Cruyff, M. J. L. F., & van der Heijden, P. G. M. (2017).
Incorporating cyclical effects and time-varying covariates in models for single-source capture-recapture data. In M. Grzegorczyk, & G. Ceoldo (Eds.),
Proceedings of the 32 International Workshop on Statistical Modelling: Groningen, Netherlands, 3-7 July 2017 (Vol. 1, pp. 311-316).
https://dspace.library.uu.nl/bitstream/handle/1874/354840/Incorporating.pdf?sequence=1 van der Heijden, P. G. M., Cruyff, M. J. L. F., Whittaker, J., Bakker, B. F. M., & Smith, P. A. (2017). Dual and multiple system estimation: fully observed and incomplete covariates. In D. Böhning, P. G. M. van der Heijden, & J. Bunge (Eds.), Capture-recapture methods for the social and medical sciences (pp. 213-227). (Chapman & Hall/CRC Interdisciplinary Statistics). CRC Press Boca Raton.
Cruyff, M. J. L. F., Husken, T. F., & van der Heijden, P. G. M. (2017). Extending the truncated Poisson regression model to a time-at-risk mode. In D. Böhning, P. G. M. van der Heijden, & J. Bunge (Eds.), Capture-recapture methods for the social and medical sciences (pp. 155-162). CRC Press Boca Raton.
Coumans, A. M.
, Cruyff, M., van der Heijden, P. G. M., Wolf, J., & Schmeets, H. (2017).
Estimating Homelessness in the Netherlands Using a Capture-Recapture Approach.
Social Indicators Research,
30(1), 189-212.
https://doi.org/10.1007/s11205-015-1171-72016
Scholarly publications
Cruyff, M., Böckenholt, U., Van der Heijden, P. G. M., & Frank, L. (2016). A review of regression procedures for randomized response data, including univariate and multivariate logistic regression, the proportional odds model and item response models. In Handbook of Statistics: Data Gathering, Analysis and Protection of Privacy Through Randomized Response Techniques: Qualitative and Quantitative Human Traits (pp. 287-315). Elsevier.
Cruyff, M., Böckenholt, U.
, van der Heijden, P. G. M., & Frank, L. E. (2016).
A review of regression procedures for randomized response data, including univariate and multivariate logistic regression, the proportional odds model and item response model, and self-protective responses. In A. Chaudhuri, C. T. Christofides, & C. R. Rao (Eds.),
Handbook of Statistics, Volume 34. Data Gathering, Analysis and Protection of Privacy through Randomized Response Techniques: Qualitative and Quantitative Human Traits (Vol. 34, pp. 287-315). Elsevier.
https://doi.org/10.1016/bs.host.2016.01.016 Cruyff, M. J. L. F., Bockenholt, U.
, & van der Heijden, P. G. M. (2016).
The multidimensional randomized response design: Estimating different aspects of the same sensitive behavior.
Behavior Research Methods,
48(1), 390-399.
https://doi.org/10.3758/s13428-015-0583-2 2015
Scholarly publications
van der Heijden, P. G. M., de Vries, I., Böhning, D.
, & Cruyff, M. (2015).
Estimating the size of hard-to-reach populations using capture-recapture methodology, with a discussion of the International Labour Organization’s global estimate of forced labour: Special issue: Researching hidden populations: approaches to and methodologies for generating data on trafficking in persons. Forum on Crime and Society,
8, 109-136.
https://dspace.library.uu.nl/bitstream/handle/1874/315663/Estimating_the_size_of_hard_to_reach_populations_using_capture_recapture_methodology_Forum_on_Crime.pdf?sequence=1 Professional publications
2014
Scholarly publications
van der Heijden, P. G. M., Cruyff, M., & Böhning, D. (2014).
Capture-recapture to estimate criminal populations. In G. J. N. Bruinsma, & D. L. Weisburd (Eds.),
Encyclopedia of Criminology and Criminal Justice (pp. 267-276). Springer.
https://doi.org/10.1007/978-1-4614-5690-2_662 van der Heijden, P. G. M., Cruyff, M., & Bockenholt, U. (2014).
Randomized response methods. In G. J. N. Bruinsma, & D. L. Weisburd (Eds.),
Encyclopedia of Criminology and Criminal Justice (pp. 4291-4297). Springer.
https://doi.org/10.1007/978-1-4614-5690-2_661 Cruyff, M. J. L. F., & Van der Heijden, P. G. M. (2014).
Sensitivity analysis and calibration of population size estimates obtained with the zero-truncated Poisson regression model.
Statistical Modelling,
14(5), 361-373.
https://doi.org/10.1177/1471082X13511168 Professional publications
Bakker, B.
, Gerritse, S., van der Heijden, P. G. M., van der Laan, J., van der Vliet, R.
, & Cruyff, M. (2014).
Estimation of Non-Registered Usual Residents in the Netherlands, ultimo September 2010. In
Conference of European Statistics Stakeholders, Rome, 24-25 November 2014 https://dspace.library.uu.nl/bitstream/handle/1874/314822/Estimation_of_Non_Registered_Usual_Residents_in_the_Netherlands.pdf?sequence=12013
Scholarly publications
Van der Heijden, P. G. M., Cruts, G.
, & Cruyff, M. J. L. F. (2013).
Methods for population size estimation of problem drug users using a single registration.
International Journal of Drug Policy,
24(6), 614-618.
https://doi.org/10.1016/j.drugpo.2013.04.002 Oteo Perez, A.
, Cruyff, M. J. L. F., Benschop, A.
, & Korf, D. J. (2013).
Estimating the Prevalence of Crack Dependence Using Capture-Recapture With Institutional and Field Data: A Three-City Study in the Netherlands.
Substance Use & Misuse,
48(1-2), 173-180.
https://doi.org/10.3109/10826084.2012.748073Professional publications
2012
Scholarly publications
Van der Heijden, P. G. M., Whittaker, J.
, Cruyff, M. J. L. F., Bakker, B., & Van der Vliet, R. (2012).
People born in the Middle East but residing in the Netherlands: Invariant population size estimates and the role of active and passive covariates.
Annals of Applied Statistics,
6(4), 831-852.
https://doi.org/10.1214/12-AOAS536 2009
Scholarly publications
Cruyff, M. J. L. F., & Van der Heijden, P. G. M. (2009). Point and interval estimation of the population size using a zero-truncated negative binomial regression model. Biometrical Journal, 50, 1035-1050.
2008
Scholarly publications
Cruyff, M. J. L. F., Bockenholt, U., & Van der Heijden, P. G. M. (2008). Analyzing randomized response data using a doubly zero-inflated Poisson model. In P. Eilers (Ed.), Proceedings of the 23rd International Workshop on Statistical Modelling (pp. 188-193). Universiteit Utrecht, Department of Methodology and Statistics.
Hendrick, T. A. M., Cruyff, M. J. L. F., & Van der Heijden, P. G. M. (2008). The behaviour of the self-protective parameter estimation in models for Randomized response data. In P. Eilers (Ed.), Proceedings of the 23rd International Workshop on Statistical Modelling (pp. 259-262). Universiteit Utrecht, Department of Methodology and Statistics.
Other output
Cruyff, M. J. L. F., Van den Hout, A. D. L., Bockenholt, U., & Van der Heijden, P. G. M. (2008). Two randomized response models that account for self-protective responses. Paper presented at Paper presented on 7th International Conference on Social Science Methodology RC-33 – Logic and Methodology in Sociology, Naples.
2007
Scholarly publications
Cruyff, M. J. L. F., Van den Hout, A. D. L., Van der Heijden, P. G. M., & Bockenholt, U. (2007). Log-linear randomized response models taking self-protective response behaviour into account. Sociological Methods and Research, 36, 226-282.
Cruyff, M. J. L. F., Bockenholt, U.
, & Van der Heijden, P. G. M. (2007).
A ZIP model accounting for response bias in randomized response. In J. del Castillo, A. Espinal, & P. Puig (Eds.),
Proceedings of the 22nd International Workshop on Statistical Modelling, Barcelona, July 2-6 2007 (pp. 205-210). UAB.
https://dspace.library.uu.nl/bitstream/handle/1874/44710/PVDH-82.AZIPmodelaccountingforresponsebiasinrandomizedresponse.pdf?sequence=1 2006
Scholarly publications
2005
Scholarly publications
Van der Heijden, P. G. M., & Cruyff, M. J. L. F. (2005). Bijlage 4: Schatting dark number. In R.W. van Overbeeke, & W. Roorda (Eds.), Doordringen in de Harde Kern; eindrapportage vane een longitudinale studie naar harde kernjongeren. (pp. 109-117). DSP-groep..
2004
Scholarly publications
Amersfoort, P., Cruyff, M. J. L. F., & Van der Heijden, P. G. M. (2004). Doordringen tot de Harde Kern. Unknown Publisher.
Leerkes, A., van San, M., Engbersen, G. B. M.
, Cruyff, M. J. L. F., & Van der Heijden, P. G. M. (2004).
Wijken voor illegalen. Over ruimtelijke spreiding, huisvesting en leefbaarheid. SDU.
https://dspace.library.uu.nl/bitstream/handle/1874/23151/heijden_van_der_04_wijken.pdf?sequence=12003
Scholarly publications
Van der Heijden, P. G. M., Bustami, R.
, Cruyff, M. J. L. F., Engbersen, G. B. M., & van Houwelingen, H. (2003).
Point and interval estimation of the truncated Poisson regression model.
Statistical Modelling,
3, 305-322.
https://dspace.library.uu.nl/bitstream/handle/1874/19407/64%2B.%2520point%2520and%2520interval%2520estimation.pfd.pdf?sequence=1 2002
Scholarly publications
Engbersen, G. B. M., Staring, R.
, Boom, J., Van der Heijden, P. G. M., & Cruyff, M. J. L. F. (2002).
Illegale vreemdelingen in Nederland. Omvang, overkomst, verblijf en uitzetting. Erasmus Universiteit: RISBO.
https://dspace.library.uu.nl/bitstream/handle/1874/19397/30.%2520Illegale%2520vreemdelingen%2520in%2520Nederland%2520%282002%29.pdf?sequence=1