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Latent Class Modeling with Covariates: Two Improved Three-Step Approaches

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Cited by:

  1. Di Mari, Roberto & Bakk, Zsuzsa & Oser, Jennifer & Kuha, Jouni, 2023. "A two-step estimator for multilevel latent class analysis with covariates," LSE Research Online Documents on Economics 119994, London School of Economics and Political Science, LSE Library.
  2. Zheng, Yao & Rijsdijk, Frühling & Arden, Rosalind, 2018. "Differential environmental influences on the development of cognitive abilities during childhood," Intelligence, Elsevier, vol. 66(C), pages 72-78.
  3. Debbaghi, Fatima-Zahra & Kroesen, Maarten & de Vries, Gerdien & Pudāne, Baiba, 2024. "Daily schedule changes in the automated vehicle era: Uncovering the heterogeneity behind the veil of low survey commitment," Transportation Research Part A: Policy and Practice, Elsevier, vol. 182(C).
  4. Ewa Genge, 2014. "A latent class analysis of the public attitude towards the euro adoption in Poland," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 8(4), pages 427-442, December.
  5. Chen, Runting & Huang, Yueyi & Yu, Meng, 2021. "The latent profile analysis of Chinese adolescents’ depression: Examination and validation," Children and Youth Services Review, Elsevier, vol. 125(C).
  6. David Aristei & Silvia Bacci & Francesco Bartolucci & Silvia Pandolfi, 2021. "A bivariate finite mixture growth model with selection," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 15(3), pages 759-793, September.
  7. Anastasio J. Villanueva & Melania Salazar‐Ordóñez & Rubén Granado‐Díaz, 2025. "Consumer preferences toward new circular bioeconomy agri‐food products," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(2), pages 2614-2633, April.
  8. Kumar Sunil & Dabgotra Apurba Vishal, 2021. "A latent class analysis on the usage of mobile phones among management students," Statistics in Transition New Series, Statistics Poland, vol. 22(1), pages 89-114, March.
  9. Chun Chen & Yu Sun & Boyuan Liu & Xiao Zhang & Yingquan Song, 2022. "The Latent Class Analysis of Adverse Childhood Experiences among Chinese Children and Early Adolescents in Rural Areas and Their Association with Depression and Suicidal Ideation," IJERPH, MDPI, vol. 19(23), pages 1-13, November.
  10. Martin Lukac & Nadja Doerflinger & Valeria Pulignano, 2019. "Developing a Cross-National Comparative Framework for Studying Labour Market Segmentation: Measurement Equivalence with Latent Class Analysis," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(1), pages 233-255, August.
  11. Egamberdiev, Bekhzod & Bobojonov, Ihtiyor & Kuhn, Lena & Glauben, Thomas, 2023. "Household resilience capacity and food security: Evidence from Kyrgyzstan," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 15(4), pages 967-988.
  12. Catania, Leopoldo & Di Mari, Roberto, 2021. "Hierarchical Markov-switching models for multivariate integer-valued time-series," Journal of Econometrics, Elsevier, vol. 221(1), pages 118-137.
  13. Bakk, Zsuzsa & Kuha, Jouni, 2018. "Two-step estimation of models between latent classes and external variables," LSE Research Online Documents on Economics 85161, London School of Economics and Political Science, LSE Library.
  14. Layland, Eric K. & Maggs, Jennifer L. & Kipke, Michele D. & Bray, Bethany C., 2022. "Intersecting racism and homonegativism among sexual minority men of color: Latent class analysis of multidimensional stigma with subgroup differences in health and sociostructural burdens," Social Science & Medicine, Elsevier, vol. 293(C).
  15. Egamberdiev, Bekhzod & Bobojonov, Ihtiyor & Kuhn, Lena, 2025. "Institutional Trust and Subjective Well-Being in Post-Soviet Countries," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 67(4), pages 779-805.
  16. Bradley S. Jorgensen & Julia Meis-Harris, 2022. "Using the Multidimensional AIMES to Estimate Connection-to-Nature in an Australian Population: A Latent Class Approach to Segmentation," IJERPH, MDPI, vol. 19(19), pages 1-13, September.
  17. Trevor Peckham & Brian Flaherty & Anjum Hajat & Kaori Fujishiro & Dan Jacoby & Noah Seixas, 2022. "What Does Non-standard Employment Look Like in the United States? An Empirical Typology of Employment Quality," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 163(2), pages 555-583, September.
  18. Campbell, Rebecca & Pierce, Steven J. & Ma, Wenjuan & Feeney, Hannah & Goodman-Williams, Rachael & Sharma, Dhruv B., 2019. "Will history repeat itself? Growth mixture modeling of suspected serial sexual offending using forensic DNA evidence," Journal of Criminal Justice, Elsevier, vol. 61(C), pages 1-12.
  19. Margot Bennink & Marcel A. Croon & Brigitte Kroon & Jeroen K. Vermunt, 2016. "Micro–macro multilevel latent class models with multiple discrete individual-level variables," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 10(2), pages 139-154, June.
  20. Marcin Rzeszutek & Ewa Gruszczyńska & Ewa Firląg-Burkacka, 2019. "Socio-Medical and Personality Correlates of Psychological Well-Being among People Living with HIV: a Latent Profile Analysis," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 14(4), pages 1113-1127, September.
  21. Lee, Jae Hyun & Shim, Jiyun & Hardman, Scott, 2026. "Comprehensive analysis of electric vehicle (EV) discontinuation: assessing satisfaction with replacement vehicles from multiple angles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 203(C).
  22. Sanghvi, Drishti E. & Rackoff, Gavin N. & Newman, Michelle G., 2023. "Latent class analysis of post-traumatic stress disorder symptoms following exposure to Hurricane Ike," Social Science & Medicine, Elsevier, vol. 327(C).
  23. Baker, Bradley J. & Du, James & Sato, Mikihiro & Funk, Daniel C., 2020. "Rethinking segmentation within the psychological continuum model using Bayesian analysis," Sport Management Review, Elsevier, vol. 23(4), pages 764-775.
  24. Ruth Salway & Simon J. Sebire & Byron Tibbitts & Emily Sanderson & Rebecca Kandiyali & Kate Willis & Stephanie J. MacNeill & Russell Jago, 2020. "Physical Activity and Psychosocial Characteristics of the Peer Supporters in the PLAN-A Study—A Latent Class Analysis," IJERPH, MDPI, vol. 17(21), pages 1-15, October.
  25. Susan Yoon & Fei Pei & Juan Lorenzo Benavides & Alexa Ploss & Jessica Logan & Sherry Hamby, 2022. "The Long-Term Effects of Early Childhood Resilience Profiles on School Outcomes among Children in the Child Welfare System," IJERPH, MDPI, vol. 19(10), pages 1-14, May.
  26. Stephens, Christina M. & Crosby, Danielle A. & Mendez Smith, Julia, 2024. "Accessibility of the early care and education supply: Variation within the center-based provider sector," Children and Youth Services Review, Elsevier, vol. 164(C).
  27. Yu, Jeong Jin, 2019. "Longitudinal typologies of perceived parent-child conflict and their correlates in adolescence," Children and Youth Services Review, Elsevier, vol. 98(C), pages 132-142.
  28. Hadi Sam Nariman & Lan Anh Nguyen Luu & Márton Hadarics, 2021. "Exploring inclusiveness towards immigrants as related to basic values: A network approach," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-19, December.
  29. Youmi Suk & Jee-Seon Kim & Hyunseung Kang, 2021. "Hybridizing Machine Learning Methods and Finite Mixture Models for Estimating Heterogeneous Treatment Effects in Latent Classes," Journal of Educational and Behavioral Statistics, , vol. 46(3), pages 323-347, June.
  30. Tabea Bucher-Koenen & Rob Alessie & Annamaria Lusardi & Maarten van Rooij, 2021. "Fearless Woman. Financial Literacy and Stock Market Participation," Working Papers 708, DNB.
  31. Konte M., 2014. "Do remittances not promote growth? : a bias-adjusted three-step mixture-of-regressions," MERIT Working Papers 2014-075, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
  32. Ken Deal, 2014. "Segmenting Patients and Physicians Using Preferences from Discrete Choice Experiments," The Patient: Patient-Centered Outcomes Research, Springer;International Academy of Health Preference Research, vol. 7(1), pages 5-21, March.
  33. Aurélie Bertrand & Christian Hafner, 2014. "On heterogeneous latent class models with applications to the analysis of rating scores," Computational Statistics, Springer, vol. 29(1), pages 307-330, February.
  34. Bartolucci, Francesco & Montanari, Giorgio E. & Pandolfi, Silvia, 2015. "Three-step estimation of latent Markov models with covariates," Computational Statistics & Data Analysis, Elsevier, vol. 83(C), pages 287-301.
  35. Nakano, Satoshi & Kondo, Fumiyo N., 2018. "Customer segmentation with purchase channels and media touchpoints using single source panel data," Journal of Retailing and Consumer Services, Elsevier, vol. 41(C), pages 142-152.
  36. Kroshus, Emily & Garnett, Bernice & Hawrilenko, Matt & Baugh, Christine M. & Calzo, Jerel P., 2015. "Concussion under-reporting and pressure from coaches, teammates, fans, and parents," Social Science & Medicine, Elsevier, vol. 134(C), pages 66-75.
  37. Jingjing Li & Jian Zhang & Justin Paul & Jihui Du, 2022. "Comparisons of entrepreneurial passion’s structure and its antecedents: latent profile analyses in China and South Korea," Asian Business & Management, Palgrave Macmillan, vol. 21(3), pages 373-395, July.
  38. Zhenghao Zeng & Yuqi Gu & Gongjun Xu, 2023. "A Tensor-EM Method for Large-Scale Latent Class Analysis with Binary Responses," Psychometrika, Springer;The Psychometric Society, vol. 88(2), pages 580-612, June.
  39. Paweł A. Atroszko & Bartosz Atroszko & Edyta Charzyńska, 2021. "Subpopulations of Addictive Behaviors in Different Sample Types and Their Relationships with Gender, Personality, and Well-Being: Latent Profile vs. Latent Class Analysis," IJERPH, MDPI, vol. 18(16), pages 1-29, August.
  40. Granado-Díaz, Rubén & Colombo, Sergio & Romero-Varo, Marina & Villanueva, Anastasio J., 2024. "Farmers' attitudes toward the use of digital technologies in the context of agri-environmental policies," Agricultural Systems, Elsevier, vol. 221(C).
  41. Keunbok Lee, 2021. "Different Discussion Partners and Their Effect on Depression among Older Adults," Social Sciences, MDPI, vol. 10(6), pages 1-22, June.
  42. S. C. Noah Uhrig & Nicole Watson, 2020. "The Impact of Measurement Error on Wage Decompositions: Evidence From the British Household Panel Survey and the Household, Income and Labour Dynamics in Australia Survey," Sociological Methods & Research, , vol. 49(1), pages 43-78, February.
  43. Roberto Rocci & Stefano Antonio Gattone & Roberto Di Mari, 2018. "A data driven equivariant approach to constrained Gaussian mixture modeling," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 12(2), pages 235-260, June.
  44. Terrence D. Jorgensen & Aditi M. Bhangale & Yves Rosseel, 2024. "Two-Stage Limited-Information Estimation for Structural Equation Models of Round-Robin Variables," Stats, MDPI, vol. 7(1), pages 1-34, February.
  45. Jessica Gronsbell & Jessica Minnier & Sheng Yu & Katherine Liao & Tianxi Cai, 2019. "Automated feature selection of predictors in electronic medical records data," Biometrics, The International Biometric Society, vol. 75(1), pages 268-277, March.
  46. Ehrlich, Oren & Bi, Xiang & Borisova, Tatiana & Larkin, Sherry, 2017. "A latent class analysis of public attitudes toward water resources with implications for recreational demand," Ecosystem Services, Elsevier, vol. 28(PA), pages 124-132.
  47. Blömker, Jan & Albrecht, Carmen-Maria, 2024. "Psychographic segmentation of multichannel customers: investigating the influence of individual differences on channel choice and switching behavior," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
  48. Tian, Amy Wei & Meyer, John P. & Ilic-Balas, Tatjana & Espinoza, Jose A. & Pepper, Susan, 2023. "In search of the pseudo-transformational leader: A person-centered approach," Journal of Business Research, Elsevier, vol. 158(C).
  49. Ruoxuan Li & Meilin Yao & Hongrui Liu & Yunxiang Chen, 2020. "Chinese Parental Involvement and Adolescent Learning Motivation and Subjective Well-Being: More is not Always Better," Journal of Happiness Studies, Springer, vol. 21(7), pages 2527-2555, October.
  50. Koyel Sarkar & Luca Maria Pesando, 2026. "Internet and Women’s Family Ideals in Major Indian Cities: A Latent-Class Approach," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 45(1), pages 1-26, February.
  51. Roberto Mari & Zsuzsa Bakk & Jennifer Oser & Jouni Kuha, 2023. "A two-step estimator for multilevel latent class analysis with covariates," Psychometrika, Springer;The Psychometric Society, vol. 88(4), pages 1144-1170, December.
  52. Šime Smolić & Petra Međimurec & Ivan Čipin & Stipica Mudražija & Dario Mustač & Margareta Fabijančić, 2025. "The hidden crisis: classifying unmet healthcare needs in European older adults during COVID-19," European Journal of Ageing, Springer, vol. 22(1), pages 1-17, December.
  53. Lisbeth Lund & Christian Ritz, 2025. "Flexible and modular latent transition analysis—A tutorial using R," PLOS ONE, Public Library of Science, vol. 20(1), pages 1-13, January.
  54. Stefan Fors & Ylva B. Almquist & Lars Brännström, 2019. "Coexisting Social, Economic, and Health-Related Disadvantages in More than 2.4 Million Swedes: Combining Variable-Centred and Person-Centred Approaches," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 143(1), pages 115-132, May.
  55. Seohee Park & Seongeun Kim & Ji Hoon Ryoo, 2020. "Latent Class Regression Utilizing Fuzzy Clusterwise Generalized Structured Component Analysis," Mathematics, MDPI, vol. 8(11), pages 1-16, November.
  56. Zhu, Yajing & Steele, Fiona & Moustaki, Irini, 2020. "A multilevel structural equation model for the interrelationships between multiple latent dimensions of childhood socio‐economic circumstances, partnership transitions and mid‐life health," LSE Research Online Documents on Economics 103104, London School of Economics and Political Science, LSE Library.
  57. Shamrova, Daria & Lampe, Joana, 2020. "Understanding patterns of child material deprivation in five regions of the world: A children’s rights perspective," Children and Youth Services Review, Elsevier, vol. 108(C).
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  59. Ewa Genge & Francesco Bartolucci, 2022. "Are attitudes toward immigration changing in Europe? An analysis based on latent class IRT models," Advances in Data Analysis and Classification, Springer;German Classification Society - Gesellschaft für Klassifikation (GfKl);Japanese Classification Society (JCS);Classification and Data Analysis Group of the Italian Statistical Society (CLADAG);International Federation of Classification Societies (IFCS), vol. 16(2), pages 235-271, June.
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  61. Haipeng Wang & Chengxiang Tang & Shichao Zhao & Qingyue Meng & Xiaoyun Liu, 2017. "Job Satisfaction among Health-Care Staff in Township Health Centers in Rural China: Results from a Latent Class Analysis," IJERPH, MDPI, vol. 14(10), pages 1-10, September.
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