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October 3, 2011

 

ADDRESS

Work:            Same as Home Address
                      Internet: bmuthen@ucla.edu
                      Home Page: http://www.gseis.ucla.edu/faculty/muthen/index.htm

Home:             3463 Stoner Avenue
                       Los Angeles, CA  90066
                       Telephone:  (310) 397-8621
                       Fax:  (310) 397-8621

EDUCATION

1971-77  University of Uppsala, Sweden, Ph.D., Statistics, May 1977
1968-70  University of Uppsala Sweden, B.S., Statistics, November 1970

HONORS AND ACTIVITIES
 
2011 Lifetime achievement award from the Psychometric Society
1996-2007 Independent Scientist Award, NIAAA
1993-99 Senior Associate Research Scientist, Research Institute on Addictions, SUNY - Buffalo.
1993-96 Member of the Defense Advisory Committee for Military Personnel Testing, Department of Defense.
1992-95 Member of the Visiting Panel on Research for Large-Scale Assessment, Educational Testing Service.
1991-94 Member of the Design and Analysis Committee for the National Assessment of Educational Progress (NAEP), Educational Testing Service.
1989-92 Member of the National Academy of Sciences/National Research Council Committee on Military Enlistment Standards.
1989-90 Member of the Los Angeles Unified School District Research Advisory Committee.
1989 Invited Fellow at the Center for Advanced Study in the Behavioral Sciences, Stanford, CA, 1990-91.
1988-89 President of the Psychometric Society.
1988-94 Associate Editor for Psychometrika.
1987-91 Member of the Journal of Educational Statistics Management Committee.
1985-94 Associate Editor for the Journal of Educational Statistics.
1982-84 Associate Editor for Evaluation Review.
1984-93 Member of the Editorial Board for Sociological Methods and Research.
1980 Swedish Academic title Docent (for significant scientific work after the Ph.D.).
1974-75 Visiting scholar at the Departments of Economics and Sociology at the University of Wisconsin, Madison, USA.

FIELDS OF RESEARCH INTEREST

Latent variable modeling, measurement error modeling, multilevel modeling, longitudinal analysis, analysis of categorical data, missing data, factor analysis, structural equation modeling, item response theory, log-linear modeling, selection bias, statistical computer programs, preventive interventions.

PROFESSIONAL SOCIETIES
 
1993 - present American Society of Human Genetics
1992 - present Society for Multivariate Experimental Psychology
1988 - present National Council on Measurement in Education
1988 - present Institute of Mathematical Statistics
1982 - present American Educational Research Association
1981 - present American Statistical Association
1977 - present Psychometric Society

PROFESSORSHIPS

Professor Emeritus, Graduate School of Education & Information Studies, University of California, Los Angeles, January 2008 – Present.

Professor, Graduate School of Education & Information Studies, University of California, Los Angeles, July 1988 – December 2007.

Associate Professor, Graduate School of Education, University of California, Los Angeles, July 1984 - June 1988.

Assistant Professor, Graduate School of Education, University of California, Los Angeles, July 1982 - June 1984.


RESEARCH EXPERIENCE

Independent Scientist Award (K02 renewal), National Institute on Alcohol Abuse and Alcoholism, Advanced Analysis of the Development of Alcohol Problems, University of California, Los Angeles, August 2001 – December 2007.

Co-Principal Investigator for the University of South Florida subcontract (NIMH/NIDA), Design and Analysis for Mental Health Preventive Trials.  September 1999 – August 2009.

Study director for the Johns Hopkins University Prevention Research Center subcontract (NIMH), Follow up of Two Universal Preventive Interventions.  August 2001 – June 2009.

Principal Investigator for the Alcoholic Beverage Medical Research Foundation grant, Studying Transitions in Alcohol Use:  Growth Mixture Modeling on the National Longitudinal Survey of Youth, University of California, Los Angeles, June 1998 – December 1999.

Study director for the Johns Hopkins University Prevention Research Center subcontract, Epidemiologic Center for Early Risk Behaviors, University of California, Los Angeles, August 1997 – August 2000.

Principal Investigator for the National Institute on Alcohol Abuse and Alcoholism grant, Alcohol Problem Trajectories in Young Adults:  The NLSY, University of California, Los Angeles, January 1997 – December 1999.

Independent Scientist Award (Research Scientist Development Award; K02), National Institute on Alcohol Abuse and Alcoholism, Advanced Analysis of the Development of Alcohol Problems, University of California, Los Angeles, August 1996 – July 2001.

Study director for the Office of Educational Research and Improvement grant to the UCLA National Center for Student Testing, Evaluation and Standards, Validity of Measures of Progress, University of California, Los Angeles, January 1996 – December 1999.

Statistical researcher on the National Institute on Alcohol Abuse and Alcoholism, Research Institute on Addictions (Buffalo, NY) contract "Epidemiology of Alcoholism in Untreated and Treated Populations - Research Component I:  Case-Control Path Analysis," (Principal Investigator:  Marcia Russell), February 1995 - July 1995.

Senior statistician and Co-principal investigator on the National Institute on Alcohol Abuse and Alcoholism SBIR contract "Tailoring Psychometric Techniques for Epidemiological and Clinical Applications," Phase I and Phase II (Principal Investigator:  Linda Muthén), August 1994 - April 1998.

Statistical researcher on the National Institute of Mental Health grant, Designs and Analyses for Mental Health Preventive Trials, Prevention Science Methodology Group, University of South Florida (Principal Investigator:  C. Hendricks Brown), January 1994 - present.

Study director for the University of Gothenburg project "Algorithms and Procedures for Multilevel Multivariate Analysis," University of California, Los Angeles, September 1994 - December 1995.

Study director for the National Center for Education Statistics project, Analytical Aspects of Opportunity-to-Learn, a subproject within the NCES contract "Assessing the Validity of the National Assessment of Educational Progress," University of California, Los Angeles (Principal Investigators:  Eva Baker and Robert Linn), January 1994 - January 1995.

Statistical researcher on the National Institute on Alcohol Abuse and Alcoholism grant, Women, men, and alcohol:  General population differences, Columbia University (Principal Investigator:  Deborah Hasin), June 1994 - present.

Statistical consultant on the National Institute on Alcohol Abuse and Alcoholism grant, The epidemiology of alcoholism in untreated and treated populations,  Research Institute on Addictions, SUNY-Buffalo (Principal Investigator:  Marcia Russell), June 1994 - present.

Principal Investigator for the Office of Naval Research grant, Psychometric Developments related to Tests and Selection, University of California, Los Angeles, May 1993 - December 1996.

Statistical researcher on the Swedish Tercentenary Foundation grant, Multivariate Analysis of Literacy, University of Umea and Stockholm (Principal investigators:  I. Lundberg and I. Munck, January 1993 - present.

Study director for the Office of Educational Research and Improvement project Analytical Models to Monitor Status and Progress of Learning and Performance and their Antecedents, a sub-project within the OERI five-year grant, "Center for Student Testing, Evaluation, and Standards," University of California, Los Angeles, December 1990 - 1995.

Principal Investigator for the National Institute on Alcohol Abuse and Alcoholism grant, Psychometric Advances for Alcohol and Depression Studies, University of California, Los Angeles, June 1990 - May 1994.

Senior Statistician for the National Institute on Alcohol Abuse and Alcoholism project, Statistics and Software for Complex Sample Surveys, Los Angeles, California, August 1990 - January 1991.

Principal Investigator for the National Science Foundation grant, Psychometric Modeling in Heterogeneous Populations, University of California, Los Angeles, April 1989 - September 1991.

Principal Investigator for the National Institute on Alcohol Abuse and Alcoholism project, Advanced Statistical Modeling of the Alcohol Data from the National Health Interview Survey (NHIS), August 1989 - April 1990.

Statistical consultant for the Law School Admission Council contract, LSAC Bar Passage Study, University of Massachusetts (Principal Investigator:  H. Swaminathan), 1991-94

Statistical consultant for the National Institute of Mental Health grant, Analyses of the NIMH Epidemiological Catchment (ECA) Area Program, Johns Hopkins University (Principal Investigator:  William W. Eaton), August 1988 - present.

Statistical consultant for the National Institute of Drug Abuse grant, Epidemiology of Adult Cocaine Use, Johns Hopkins University (Principal Investigators:  S. Kellam, J. Anthony, C. H. Brown, and L. Dolan), August 1989 - present.

Member of the Advisory Board for the National Institute of Drug Abuse grant, The Dynamics of Deviant Behavior - A National Survey, Institute of Behavioral Science, University of Colorado at Boulder (Principal Investigator: D. Elliott), August 1989 - July 1992.

Co-Principal Investigator (with R. Shavelson) for the Graduate Management Admission Council contract, The Relationship Between Applicant Characteristics, School Attributes, and Student Outcomes, May 1986 - April 1990.

Study director for Instructionally Sensitive Psychometrics, a sub-project within the Office of Educational Research and Improvement five-year grant, "Center for Student Testing, Evaluation, and Standards," December 1985 - November 1990.

Principal Investigator for the National Science Foundation grant, Structural Equation Modeling with Non-Normal Data, University of California, Los Angeles, August 1983 - July 1985.

Statistical consultant for the National Institute of Mental Health grant, Modeling Television's Role in Affect Socialization, University of California, Los Angeles (Principal Investigator:  Professor Aimee Dorr), August 1983 - July 1987, July 1989 - June 1990.

Research Statistician for the National Institute of Justice grant, Developing Causal Models with Discrete Variables and Selective Samples for Criminology, University of California, Los Angeles (Principal Investigator:  Professor Peter M. Bentler; grant proposal author:  Dr. Bengt Muthén), May 1981 through May 1982.

Research Statistician with the Swedish Social Science Research Council, January 1981 through December 1981.

Researcher with the Swedish Social Science Research Council project, Analysis of Contingency Tables, University of Uppsala, (Director:  Dr. Bengt Muthén, July 1979 through December 1980, thereafter merged with the project above).

Research Associate within the Bank of Sweden Tercentenary Foundation project, Methodology of Evaluation, University of Uppsala (Director:  Professor Karl G. Joreskog), January 1979 through December 1980.

Research Associate within the Bank of Sweden Tercentenary Foundation project, Structural Equation Models in the Social Sciences, University of Uppsala (Director:  Professor Karl G. Joreskog), January 1976 through December 1978.

Research Associate within the Swedish Social Science Research Council project, Structural Equation Models with Qualitative Variables, University of Uppsala (Director:  Professor Karl G. Joreskog), August 1975 through December 1975 (thereafter merged with the project above).

Research Assistant within the Bank of Sweden Tercentary Foundation project, Factor Analysis of Dichotomous Variables, University of Uppsala (Director Professor A. Christoffersson), January 1978 through September 1973.  FORTRAN IV computer programming.


WORKSHOPS/TRAINING SESSIONS

Mplus Short Courses, Johns Hopkins University, March 24-25, 2011

Mplus Short Course and Latent Variable Symposium, Taiwan, January 9-11, 2011

Mplus Short Courses, Johns Hopkins University, August 16-18, 2010

Mplus Short Courses, IDEC-Universitat Pompeu Fabra, Barcelona, Spain, May 31- June 1, 2010

Mplus Short Courses, Johns Hopkins University, March 22-23, 2010

Mplus Short Courses, Johns Hopkins University, August 20-21, 2009

Lecturer at the 2-day workshops “Mixture (Latent Class) Modeling And Multilevel Modeling”, Freie Universitat Berlin, Germany, July 17-18 and 20-21, 2009.

Lecturer at the 2-day workshop, “Topics 7 And 8”, John Hopkins University, Baltimore, MD, March 17-18, 2009.

Lecturer at the 2-day workshop, “Topics 5 And 6”, University of Michigan, Ann Arbor, MI, November 10-11, 2008.

Lecturer at the 2-day workshop, “Topics 3 And 4”, John Hopkins University, Balitmore, MD, August 21-22, 2008.

Lecturer at the 1-day workshop, “Advanced Latent Variable Mixture Modeling Using Mplus”, Durham, NH, June 29, 2008.

Lecturer at the 2-day workshop, “Mplus Short Courses”, John Hopkins University, Balitmore, MD, March 18-19, 2008.

Lecturer at the 1-day workshop, “Multilevel Modeling In Mplus Including New Methods In Mplus Version 5”, London, England, December 4, 2007.

Lecturer at the 3-day workshop, “Mplus Short Courses”, John Hopkins University, Baltimore, MD, August 20-22, 2007.

Lecturer at the 1-day workshop, “Analysis Of Preventive Intervention Data Using Mixture Modeling In Mplus”, Washington DC, May 29, 2007.

Lecturer at the half-day workshop, “Growth Modeling Applications In Mplus”, Washington DC, May 27, 2007.

Lecturer at the 1-day workshop, “Multilevel Structural Equation Modeling”, University of Utrecht, the Netherlands, April 15, 2007.

Lecturer at the 1-day workshop, “Statistical Analysis Using The General Latent Variable Framework Of Mplus”, UCLA, Los Angeles, CA, March 31, 2007.

Lecturer at the 2-day workshop, “Mplus Short Courses”, John Hopkins University, Baltimore, MD, March 13-14, 2007.

Lecturer at the 1-day workshop “Latent Variable Mixture Modeling Using Mplus”, Atlanta, GA, March 11, 2007.

Lecturer at the 2-day workshop “Cross-Sectional And Longitudinal Latent Variable Mixture Modeling”, Montreal, Canada, October 23-24, 2006.

Lecturer at the 1-day workshop “New Longitudinal Analysis Techniques Using Mplus”, UCLA, Los Angeles, CA, August 16, 2006.

Lecturer at the 3-day workshop “Mplus Course in Europe”, June28-30, 2006.

Lecturer at the 1-day pre-conference workshop “Mixture Modeling in Mplus”, University of Maryland, May 17, 2006.

Lecturer at the 1-day presentation “Beyond Conventional HLM”, American Educational Research Association, San Francisco, CA, April 8, 2006.

Lecturer at the 5-day workshop “Mplus Short Courses” Alexandria, VA, November 7-11, 2005.

Lecturer at the 2-day workshop “Multilevel Modeling”, John Hopkins University in Baltimore, MD, March 17-18, 2005.

Lecturer at the 5-day workshop “Mplus Short Courses” Alexandria, VA, November 8-12, 2004.

Lecturer at the 1-day workshop “General Latent Variable Modeling Using Mplus Version 3”, Jena, Germany, July 22, 2004.

Lecturer at the 5-day workshop “Latent Variable Modeling Using Mplus”, Alexandria, Virginia, November 3-7, 2003.  

Lecturer at the 4-day workshop “Latent Variable Modeling Using Mplus”, Fulda, Germany, January 8-11, 2003.

Lecturer at the 4-day workshop “Latent Variable Modeling Using Mplus”, Washington DC, September 17-20, 2002.

Lecturer at the 4-day workshop “Latent Variable Modeling Using Mplus”, Santa Monica, CA, November 5-8, 2001. 

Lecturer at the 2-day workshop “Longitudinal Modeling with Mplus”, Johns Hopkins University, June 2001.

Lecturer at the 3-day Summer Institute on Longitudinal Methods, “Longitudinal Modeling with Mplus”, Penn State University, May 2001.

Lecturer at the 4-day workshop “Latent Variable Modeling Using Mplus”, Boston, March 2001.

Lecturer at the 4-day workshop “Latent Variable Modeling Using Mplus”, Nottingham, England, September 2000.

Lecturer at the Joint Statistical Meetings Computer Technology Workshop “Growth Mixture Modeling Using The Mplus Program”, Indianapolis, Indiana, August 2000.

Lecturer at the one-day presession of the annual meeting of the Research Society on Alcoholism, Denver, June 2000.

Lecturer at the 2-day American Educational Research Association presession “Analysis of Longitudinal Data Using Mplus”, New Orleans, March 2000.

Lecturer at the 3-day workshop “Latent Variable Modeling Using Mplus”, Amsterdam, the Netherlands, March 2000.

Lecturer at the 3-day workshop “Latent Variable Modeling Using Mplus”, Bethesda, Maryland, March 2000.

Lecturer at the one-day presession of the annual meeting of the Research Society on Alcoholism, Santa Barbara, June 1999.

Lecturer at the invited 2-day presession of the annual meeting of the Society for Prevention Research, New Orleans, June 1999.

Lecturer at the UCLA Advanced Methods Institute 3-day workshop “Analysis of Longitudinal Data: Growth Modeling Using Latent Variables,” Los Angeles, June 1999.

Lecturer at the invited workshop for the Swedish Council for Planning and Coordination of Research (FRN), “Analysis of Longitudinal Data:  Growth Modeling Using Latent Variables”, Stockholm, Sweden, August 1998.

Lecturer at the invited workshop for the Research Society on Alcoholism, “Statistical Growth Curve Analysis”, Hilton Head Island, South Carolina, June 1998.

Lecturer at the invited workshop for the Society for Prevention Research, “Growth Modeling for Prevention Trials”, Park City, Utah, June 1998.

Lecturer at the invited workshop for the Fifth Biennial Conference on Community Research and Action, "General Growth Modeling for Prevention Studies," Chicago, Ill., June 1995.
           
Lecturer at the invited workshop for the Research Society on Alcoholism, "Longitudinal Analysis of Alcohol use:  Applying Psychometric Methodology in Epidemiology," Maui, Hawaii, June, 1994. 

Lecturer at the American Educational Research Association one-day presession, "Advances in Latent Variable Modeling with Longitudinal, Missing, and Multilevel Data," New Orleans, LA, April, 1994.

Lecturer at the 3-day workshop "Latent and Causal Modelling in Clinical, Epidemiological and Social Science Research," Ateliers de Formation, INSERM, Sainte-German-En-Laye, France, October 18-20, 1993.

Lecturer at the 2-day workshop "Hierarchical Modeling of IEA Reading Literacy," Department of Education, University of Gothenburg, Sweden, March 3-4, 1993.

Lecturer at a 5-day training session, "Structural Modeling with Categorical and Other Non-Normal Data Using LISCOMP", Survey Research Center, Institute of Social Research, the University of Michigan, Ann Arbor, Michigan, 1991.

Lecturer at a two-day training session, "Advanced Uses of Structural Modeling:  Applying LISCOMP to Categorical and Other Non-normal Data," Zentrum Fur Umfragen, Methoden, Und Analysen (ZUMA), Mannheim, West Germany, 1989.

Lecturer at a two-day training session, "Advanced Uses of Structural Modeling:  Applying LISCOMP to Categorical and Other Non-normal Data," University of Maryland, 1989.

Lecturer at a two-day training session, "Advanced Uses of Structural Modeling:  Applying LISCOMP to Non-normal Data," University of Indiana, 1988.

Lecturer at the American Educational Research Association two-day presession, "Advances in Factor Analysis and Structural Equation Modeling with Non-normal Data," New Orleans, LA, 1988.

Lecturer at a two-day training session, "Advanced Uses of Structural Modeling:  Applying LISCOMP to Non-normal Data," Johns Hopkins University, 1987.

Lecturer at the American Educational Research Association two-day presession, "Advances in Factor Analysis and Structural Equation Modeling with Non-normal Data," Washington, D.C., 1987.

Lecturer at the one-day training session, "Advances in Factor Analysis and Structural Equation Modeling with Non-normal Data," University of Wisconsin-Madison, 1987.

Lecturer at the American Educational Research Association one-day presession, "Advances in Factor Analysis and Structural Equation Modeling with Non-normal Data," Chicago, 1985.

Lecturer at the training session, "Introduction to Structural Equation Modeling," at the California Educational Research Association Conference, San Diego, 1985.

Panel member of a tutorial workshop in statistical methods, "Uses and Abuses of Causal Models," organized by the National Institute of Mental Health, Washington, D.C., July 18-19, 1983, in order to guide NIMH funded investigators.

Lecturer at the American Educational Research Association Research Training Minicourse, "Advances in Factor Analysis and Structural Equation Modeling with Categorical Data," Montreal, Canada, April 11-15, 1983.

Lecturer at a five-day training session, "Analysis of Categorical Data," Universidad de los Andes, Merida, Venezuela, December 1982.

Adjunct Lecturer of a graduate course, "Special Problems in Psychological Statistics:  Structural Models for Categorical Data," Department of Psychology, UCLA, Spring quarter, 1982.

Lecturer in three-day Boston University workshops, "Advances in Market Segmentation" (log-linear models, factor analysis), in September and November 1981.

Teacher of a graduate course on the analysis of categorical data (log-linear and logistic models latent trait models, latent structure analysis, factor analysis) at the Department of Statistics, University of Uppsala, 1979.

Teacher of a graduate course in multivariate statistics for psychologists at the University of Stockholm, 1978, 1979.

Teacher at the four-day Training Session, "Factor Analysis, Covariance, Structure Analysis, Path Analysis, and Structural Equation Models" (with Professor Karl G. Joreskog and Dr. Dag Sorbom), University of Uppsala, 1978.

Teacher of undergraduate courses in statistics at the University of Uppsala, 1971-1973.


STATISTICAL COMPUTER PROGRAM INVOLVEMENT

Mplus - Version 6, April 2010
  Statistical analysis with latent variables.

Mplus - Version 1, November 1998

 

Second-generation structural equation modeling with a combination of categorical and continuous latent variables.

LISCOMP - Version 1.1, September 1987

 

General structural equation modeling with dichotomous, ordered, categorical, and continuous latent variable indicators; performs univariate and bivariate probit and tobit regression, computes tetrachoric, polychoric polyserial correlations, performs exploratory and confirmatory factor analysis, performs simultaneous equation modeling, performs general structural equation modeling in one or several groups.


PUBLISHED PAPERS

Muthén, B., Asparouhov, T., Hunter, A. & Leuchter, A. (2011). Growth modeling with non-ignorable dropout: Alternative analyses of the STAR*D antidepressant trial. Psychological Methods, 16, 17-33.

Muthén, B. & Asparouhov, T. (2011). Beyond multilevel regression modeling: Multilevel analysis in a general latent variable framework. In J. Hox & J.K. Roberts (eds), Handbook of Advanced Multilevel Analysis, pp. 15-40. New York: Taylor and Francis.

Muthén, B., Brown, C.H., Hunter, A., Cook, I.A. & Leuchter, A.F. (2011). General approaches to analysis of course: Applying growth mixture modeling to randomized trials of depression medication. In P.E. Shrout (ed.), Causality and Psychopathology: Finding the Determinants of Disorders and their Cures (pp. 159-178). New York: Oxford University Press.

Henry, K. & Muthén, B. (2010). Multilevel latent class analysis: An application of adolescent smoking typologies with individual and contextual predictors. Structural Equation Modeling, 17, 193-215.

Hunter, A, M., Muthén, B.O., Cook, I.A. & Leuchter, A. F. (2010). Antidepressant response trajectories and quantitative electroencephalography (QEEG) biomarkers in major depressive disorder. Journal of Psychiatric Research.

Marsh, H. W., Lüdtke, O., Muthén, B., Asparouhov, T., Morin, A. J. S., Trautwein, U. & Nagengast, B. (2010). A new look at the big-five factor structure through exploratory structural equation modeling. Psychological Assessment, 22, 471-491.

Asparouhov, T. & Muthén, B. (2009). Exploratory structural equation modeling. Structural Equation Modeling, 16, 397-438.

Muthén, B. & Brown, H. (2009). Estimating drug effects in the presence of placebo response: Causal inference using growth mixture modeling. Statistics in Medicine, 28, 3363-3385.

Muthén, B. & Asparouhov, T. (2009). Multilevel regression mixture analysis. Journal of the Royal Statistical Society, Series A, 172, 639-657.

Kim, Y.K. & Muthén, B. (2009). Two-part factor mixture modeling:  Application to an aggressive behavior measurement instrument.  Structural Equation Modeling, 16, 602-624.

Uher, R., Muthén, B., Souery, D., Mors, O., Jaracz, J., Placentino, A., Petrovic, A., Zobel, A., Henigsberg, N., Rietschel, M., Aitchison, K., Farmer, A. & McGuffin, P. (2009). Trajectories of change in depression severity during treatment with antidepressants. Psychological Medicine, published online October 29, 2009.

Kerner, B. & Muthén, B. (2009). Growth mixture modelling in families of the Framingham Heart Study. BMC Proceedings, 3, 1-5.

Marsh, H.W., Muthén, B., Asparouhov, A., Lüdtke, O., Robitzsch, A., Morin, A.J.S., & Trautwein, U. (2009). Exploratory structural equation modeling, integrating CFA and EFA: Application to students’ evaluations of university teaching. Structural Equation Modeling, 16, 439-476.

Muthén, B. & Asparouhov, T. (2009). Growth mixture modeling: Analysis with non-Gaussian random effects. In Fitzmaurice, G., Davidian, M., Verbeke, G. & Molenberghs, G. (eds.), Longitudinal Data Analysis, pp. 143-165. Boca Raton: Chapman & Hall/CRC Press.

Asparouhov, T. & Muthen, B. (2008). Multilevel mixture models. In Hancock, G. R., & Samuelsen, K. M. (Eds.), Advances in latent variable mixture models, pp. 27-51. Charlotte, NC: Information Age Publishing, Inc.

Boscardin, C., Muthén, B., Francis, D. & Baker, E. (2008). Early identification of reading difficulties using heterogeneous developmental trajectories. Journal of Educational Psychology, 100, 192-208.

Brown, C., Wang, W., Kellam, S., Muthén, B., Petras, H., Toyinbo, P., Poduska, J., Ialongo, N., Wyman, P., Chamberlain, P., Sloboda, Z., MacKinnon, D., Windham, A., & PSMG. (2008). Methods for testing theory and evaluating impact in randomized field trials: Intent-to-treat analyses for integrating the perspectives of person, place, and time. Drug and Alcohol Dependence, 95(S1), S74-S104.

Petras, H., Kellam, S., Brown, C., Muthén, B., Ialongo, N., Poduska, J. (2008). Developmental epidemiological courses leading to antisocial personality disorder and violent and criminal behavior: Effects by young adulthood of a universal preventive intervention in first- and second-grade classrooms. Drug and Alcohol Dependence, 95(S1), S45-59.

Jo, B., Asparouhov, T. & Muthén, B. (2008). Intention-to-treat analysis in cluster randomized trials with noncompliance. Statistics in Medicine, 27, 5565-5577.

Jo, B., Asparouhov, T., Muthén, B., Ialongo, N. & Brown, H. (2008). Cluster randomized trials with treatment noncompliance. Psychological Methods, 13, 1-18.

Kreuter, F. & Muthen, B. (2008). Longitudinal modeling of population heterogeneity: Methodological challenges to the analysis of empirically derived criminal trajectory profiles. In Hancock, G. R., & Samuelsen, K. M. (Eds.), Advances in latent variable mixture models, pp. 53-75. Charlotte, NC: Information Age Publishing, Inc.

Kreuter, F. & Muthen. B (2008). Analyzing criminal trajectory profiles: Bridging multilevel and group-based approaches using growth mixture modeling. Journal of Quantitative Criminology, 24, 1-31.

Lüdtke, O., Marsh, H.W., Robitzsch, A., Trautwein, U., Asparouhov, T., & Muthén, B. (2008). The multilevel latent covariate model: A new, more reliable approach to group-level effects in contextual studies. Psychological Methods, 13, 203-229.

Muthén, B. (2008). Latent variable hybrids:  Overview of old and new models. In Hancock, G. R., & Samuelsen, K. M. (Eds.), Advances in latent variable mixture models, pp. 1-24. Charlotte, NC: Information Age Publishing, Inc.

Asparouhov, T. & Muthén, B. (2007). Testing for informative weights and weights trimming in multivariate modeling with survey data. Proceedings of the 2007 JSM meeting in Salt Lake City, Utah, Section on Survey Research Methods.

Asparouhov, T. & Muthén, B. (2007). Computationally efficient estimation of multilevel high-dimensional latent variable models. Proceedings of the 2007 JSM meeting in Salt Lake City, Utah, Section on Statistics in Epidemiology.

Boomsma, D., Cacioppo, J., Muthén, B., Asparouhov, T. & Clark, S. (2007). Longitudinal genetic analysis for loneliness in Dutch twins. Twin Research and Human Genetics, 10, 267-273.

Grant, B., Harford, T., Muthén, B., Yi, H., Hasin, D., & Stinson, F. (2007).  DSM-IV alcohol dependence and abuse: Further evidence of validity in the general population. Drug and Alcohol Dependence, 86(2-3), 154-166.

Lubke, G. & Muthén, B. (2007). Performance of factor mixture models as a function of model size, covariate effects, and class-specific parameters. Structural Equation Modeling, 14(1), 26–47.

Lubke, G., Muthén, B., Moilanen, I., McGough, J., Loo, S., Swanson, J., Yang, M., Taanila, A., Hurtig, T., Jarvelin, M. & Smalley, S. (2007). Subtypes versus severity differences in the Attention-Deficit/Hyperactivity disorder in the northern Finnish birth cohort. Journal of the American Academy of Child and Adolescent Psychiatry, 46, 1584-1593.

Nylund, K.L., Asparouhov, T., & Muthen, B. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling. A Monte Carlo simulation study. Structural Equation Modeling, 14, 535-569.

Klein, A. & Muthén, B. (2007). Quasi-maximum likelihood of structural equation modeling with multiple interaction and quadratic effects. Multivariate Behavioral Research, 42, 647-673.

Asparouhov, T. & Muthen, B. (2006). Multilevel modeling of complex survey data. Proceedings of the Joint Statistical Meeting in Seattle, August 2006. ASA section on Survey Research Methods, 2718-2726.

Asparouhov, T., Masyn, K. & Muthen, B. (2006). Continuous time survival in latent variable models. Proceedings of the Joint Statistical Meeting in Seattle, August 2006. ASA section on Biometrics, 180-187.

Muthén, B. (2006). Should substance use disorders be considered as categorical or dimensional? Addiction, 101, 6-16.

Muthén, B. & Asparouhov, T. (2006). Item response mixture modeling: Application to tobacco dependence criteria. Addictive Behaviors, 31, 1050-1066.

Muthén, B., Asparouhov, T. & Rebollo, I. (2006). Advances in behavioral genetics modeling using Mplus: Applications of factor mixture modeling to twin data. Twin Research and Human Genetics, 9, 313-324.

Muthén, B. (2006). The potential of growth mixture modelling. Commentary. Infant and Child Development, 15, 623-625.

Klein, A. & Muthén, B. (2006).  Modeling heterogeneity of latent growth depending on initial status.  Journal of Educational and Behavioral Statistics, 31, 357-375.

Lubke, G.H. & Muthen, B. (2005), Investigating population heterogeneity with factor mixture models. Psychological Methods, 10, 21-39.

Muthén, B. & Masyn, K. (2005), Discrete-time survival mixture analysis. Journal of Educational and Behavioral Statistics, 30(1), 27-58.

Clark, D., Birmaher, B., Axelson, D., Monk, K., Kalas, C., Ehmann, M., Bridge, J., Wood, S., Muthén, B., & Brent, D. (2005). Fluoxetine for the Treatment of Childhood Anxiety Disorders: Open-Label, Long-Term Extension to a Controlled Trial.  Journal of the American Academy of Child & Adolescent Psychiatry, 44, 1263-1270.

Muthén, B. (2004). Latent variable analysis: Growth mixture modeling and related techniques for longitudinal data.  In D. Kaplan (ed.),  Handbook of quantitative methodology for the social sciences.  Newbury Park, CA: Sage Publications, pp. 345-368.

van Lier, P.A.C., Muthén, B., van der Sar, R.M. & Crijnen, A.A.M. (2004). Preventing disruptive behavior in elementary schoolchildren: Impact of a universal classroom-based intervention. Journal of Consulting and Clinical Psychology, 72, 467-478.

Lubke, G., & Muthén, B. (2004). Factor-analyzing Likert scale data under the assumption of multivariate normality complicates a meaningful comparison of observed groups or latent classes. Structural Equation Modeling, 11, 514-534.

Petras, H., Schaeffer, C.M., Ialongo, N., Hubbard, S., Muthén, B., Lambert, S., Poduska, J., Kellam, S. (2004). When the course of aggressive behavior in childhood does not predict antisocial outcomes in adolescence and young adult: an examination of potential explanatory variables. Development and Psychopathology, 16, 919-941.

Jo, B. & Muthén, B. (2003). Longitudinal studies with intervention and noncompliance: Estimation of causal effects in growth mixture modeling.  In N. Duan and S. Reise (Eds.), Multilevel Modeling: Methodological Advances, Issues, and Applications, Multivariate Applications Book Series, Lawrence Erlbaum Associates, pp. 112-139.

Muthén, B. (2003). Statistical and substantive checking in growth mixture modeling. Psychological Methods, 8, 369-377.

Muthén, B., Jo, B. & Brown, H. (2003).  Comment on the Barnard, Frangakis, Hill & Rubin article, Principal stratification approach to broken randomized experiments: A case study of school choice vouchers in New York City. Journal of the American Statistical Association, 98, 311-314.

Muthén, B., Khoo, S.T., Francis, D. & Kim Boscardin, C. (2003).  Analysis of reading skills development from Kindergarten through first grade: An application of growth mixture modeling to sequential processes.  Multilevel Modeling: Methodological Advances, Issues, and Applications.  S.R. Reise & N. Duan (Eds).  Mahaw, NJ: Lawrence Erlbaum Associates, pp. 71-89.

Dagne, G.A., Howe, G.W., Brown, C.H., & Muthén, B. (2002). Hierarchical modeling of sequential behavioral data: An empirical Bayesian approach. Psychological Methods, 7, 262-280.

Harford, T.C., Wechsler, H. & Muthen, B.O. (2003).  Alcohol-related aggression and drinking at off-campus parties and bars: A national study of current drinkers in college.  Journal of Studies on Alcohol, 64, 704-711.

Muthén, B. (2002).  Beyond SEM: General latent variable modeling. Behaviormetrika, 29, 81-117.

Muthén, B., Brown, C.H., Masyn, K., Jo, B., Khoo, S.T., Yang, C.C., Wang, C.P., Kellam, S., Carlin, J., & Liao, J. (2002). General growth mixture modeling for randomized preventive interventions. Biostatistics, 3, 459-475.

Muthén, L.K. and Muthén, B.O. (2002). How to use a Monte Carlo study to decide on sample size and determine power.  Structural Equation Modeling, 4, 599-620.

Harford, T.C., Wechsler, H. and Muthén, B. (2002). The impact of current residence and high school drinking on alcohol problems among college students.  Journal of Studies on Alcohol, 63, 271-279.

Muthén, B. (2001).  Latent variable mixture modeling.  In G. A. Marcoulides & R. E. Schumacker (eds.), New Developments and Techniques in Structural Equation Modeling (pp. 1-33). Lawrence Erlbaum Associates. 

Muthén, B. (2001).  Second-generation structural equation modeling with a combination of categorical and continuous latent variables:  New opportunities for latent class/latent growth modeling.  In Collins, L.M. & Sayer, A. (Eds.), New Methods for the Analysis of Change (pp. 291-322).  Washington, D.C.: APA.  

Jo, B. & Muthén, B.  (2001).  Modeling of intervention effects with noncompliance: A latent variable modeling approach for randomized trials.  In G. A. Marcoulides & R.E. Schumacker (eds.), New Developments and Techniques in Structural Equation Modeling (pp. 57-87).  Lawrence Erlbaum Associates.

Harford, T. & Muthén, B. (2001).  Alcohol use among college students: The effects of prior problem behaviors and change of residence, Journal of Studies on Alcohol, 62, 306-312.

Harford, T. & Muthén, B. (2001).   The dimensionality of alcohol abuse and dependence: a multivariate analysis of DSM-IV symptom items in the National Longitudinal Survey of Youth.  Journal of Studies on Alcohol, 62, 150-157.

Muthén, B. & Muthén, L. (2000).  Integrating person-centered and variable-centered analysis: growth mixture modeling with latent trajectory classes.  Alcoholism: Clinical and Experimental Research, 24, 882-891.

Muthén, B. & Muthén, L. (2000).  The development of heavy drinking and alcohol-related problems from ages 18 to 37 in a U.S. national sample.  Journal of Studies on Alcohol, 61, 290-300. 

Harford, T.C. & Muthén, B.  (2000).  Adolescent and young adult antisocial behavior and adult alcohol use disorders: a fourteen-year prospective follow-up in a national survey.  Journal of Studies on Alcohol, 61, 524-528.

Muthén, B.  (2000).  Methodological issues in random coefficient growth modeling using a latent variable framework:  Applications to the development of heavy drinking.  Multivariate Applications in Substance use Research, J. Rose, L. Chassin, C. Presson & J. Sherman (eds.), Hillsdale, N.J.:  Erlbaum, pp. 113-140.

Khoo, S.T. & Muthén, B. (2000).  Longitudinal data on families:  Growth modeling alternatives.  Multivariate Applications in Substance use Research, J. Rose, L. Chassin, C. Presson & J. Sherman (eds.), Hillsdale, N.J.:  Erlbaum, pp. 43-78.

Muthén, B. & Shedden, K. (1999).  Finite mixture modeling with mixture outcomes using the EM algorithm.  Biometrics, 55, 463-469.

Curran, P.J., & Muthén, B. (1999).  The application of latent curve analysis to testing developmental theories in intervention research.  American Journal of Community Psychology, 27, 567-595.

Muthén, B. & Khoo, S.T. (1998).  Longitudinal studies of achievement growth using latent variable modeling. Learning and Individual Differences, Special issue: latent growth curve analysis, 10, 73-101. 

Curran, P.J., Muthén, B., & Harford, T.C. (1998).  The influence of changes in marital status on developmental trajectories of alcohol use in young adults.  Journal of Studies on Alcohol, 59, 647-658.

Arminger, G. and Muthén, B. (1998).  A Bayesian approach to nonlinear latent variable models using the Gibbs sampler and the Metropolis-Hastings algorithm. Psychometrika, 63, 271-300.

Hasin DS, Muthen B, Grant BF. (1997) The dimensionality of DSMIV alcohol abuse and dependence: factor analysis in a clinical sample. In Vrasti R (ed). Alcoholism: New Research Perspectives. Gottingen, Germany: Hogrefe and Hubner, 27–39.

Muthén, B. & Curran, P. (1997).  General longitudinal modeling of individual differences in experimental designs:  a latent variable framework for analysis and power estimation.  Psychological Methods, 2, 371-402.

Muthén, B. (1997).  Latent variable modeling with longitudinal and multilevel data.  In A. Raftery (ed.), Sociological Methodology 1997 (pp. 453-480).  Boston:  Blackwell Publishers.

Muthén, B. (1997).  Latent variable growth modeling with multilevel data.  In M. Berkane (Ed.), Latent Variable Modeling with Applications to Causality (pp. 149-161).  New York:  Springer Verlag.

Duncan, T.E., Duncan, S.C. , Alpert, A., Hops, H., Stoolmiller, M., & Muthén, B. (1997).  Latent variable modeling of longitudinal and multilevel substance use data.  Multivariate Behavioral Research, 32 (3), 275-318.

Curran, P., Harford, T.C., & Muthén, B. (1996).  The relation between heavy alcohol use and bar patronage:  a latent growth model.  Journal of Studies on Alcohol, 57, 410-418.

Muthén, B. (1996).  Psychometric evaluation of diagnostic criteria:  Application to a two-dimensional model of alcohol abuse and dependence.  Drug and Alcohol Dependence, 41, 101-112.

Muthén, B. (1996).  Growth modeling with binary responses.  In A. V. Eye, & C. Clogg (Eds.), Categorical Variables in Developmental Research:  Methods of Analysis (pp. 37-54).  San Diego, CA: Academic Press.

Muthén, B., & Satorra, A. (1995).  Complex sample data in structural equation modeling. In P.V. Marsden (Ed.), Sociological Methodology (pp. 267-316).  Washington, DC: American Sociological Association.

Muthén, B. & Satorra, A. (1995).  Technical aspects of Muthén's LISCOMP approach to estimation of latent variable relations with a comprehensive measurement model.  Psychometrika, 60, 489-503.

Muthén, B., Huang, L. C., Jo, B., Khoo, S. T., Goff, G., Novak, J., & Shih, J. (1995).  Opportunity-to-learn effects on achievement:  analytical aspects.  Educational Evaluation and Policy Analysis, 17(3), 371-403.

Muthén, B. (1995).  Factor analysis of alcohol abuse and dependence symptom items in the 1988 National Health Interview survey, Addiction, 90, 637-645.

Muthén, B. (1994).  Multilevel covariance structure analysis.  In J. Hox, & I. Kreft (Eds.), Multilevel Modeling, a special issue of Sociological Methods & Research, 22, 376-398.

Muthén, B.  (1994).  Instructionally sensitive psychometrics:  Applications to the Second International Mathematics Study.  In I. Westbury, C. Ethington, L. Sosniak, & D. Baker (Eds.), In Search of More Effective Mathematics Education:  Examining Data from the IEA Second International Mathematics Study (pp. 293-324).  Norwood, NJ: Ablex.

Hasin, D., Muthén, B., Wisnicki, K. S., & Grant, B. (1994).  Validity of the bi-axial dependence concept:  A test in the U.S. general population.  Addiction, 89, 573-579.

Gallo, J. J., Anthony, J. C., & Muthén, B. (1994).  Age differences in the symptoms of depression:  A latent trait analysis.  Journals of Gerontology:  Psychological Sciences.

Harnqvist, K., Gustafsson, J. E., Muthén, B., & Nelson, G. (1994).  Hierarchical models of ability at class and individual levels.  Intelligence, 18, 165-  187.

Muthén, B. (1993).  Goodness of fit with categorical and other non-normal variables.  In K. A. Bollen, & J. S. Long (Eds.), Testing Structural Equation Models (pp. 205-243).  Newbury Park, CA:  Sage.

Muthén, B. (1993).  Latent variable modeling of growth with missing data and multilevel data.  In C. M. Cuadras, & C. R. Rao (Eds.), Multivariate Analysis:  Future Directions 2 (pp. 199-210).  Amsterdam:  North Holland.

Muthén, B., Grant, B., & Hasin (1993).  The dimensionality of alcohol abuse and dependence:  Factor analysis of DSM-III and proposed DSM-IV criteria in the 1988 National Health Interview Survey.  Addiction, 88, 1079-1090.

Muthén, B., Grant, B., & Hasin, D. (1993).  The dimensionality of alcohol abuse and dependence: factor analysis of DSM-III-R and proposed DSM-IV criteria for alcohol abuse and dependence in the 1988 National Health Interview Survey. Addiction, 88, 1079-1090.

Muthén, B., & Yang Hsu, J. W.  (1993).  Selection and predictive validity with latent variable structures.  British Journal of Mathematical and Statistical Psychology, 46, 255-271.

Muthén, B., Hasin, D., & Wisnicki, K. S. (1993).  Factor analysis of ICD-10 symptom items in the 1988 National Health Interview Survey on Alcohol Dependence.  Addiction, 88, 1071-1077.

Muthén, B., Tam, T., Muthén, L., Stolzenberg, R. M., & Hollis, M.  (1993).  Latent variable modeling in the LISCOMP framework:  Measurement of attitudes toward career choice.  In D. Krebs, & P. Schmidt (Eds.), New Directions in Attitude Measurement, Festschrift for Karl Schuessler (pp. 277-290).  Berlin:  Walter de Gruyter.

Longford, N. T., & Muthén, B. (1992).  Factor analysis for clustered observations.  Psychometrika, 57, 581-597.

Muthén, B., & Kaplan, D.  (1992).  A comparison of some methodologies for the factor analysis of non-normal Likert variables:  A note on the size of the model.  British Journal of Mathematical and Statistical Psychology, 45, 19-30

Muthén, B. (1992).  Latent variable modeling in epidemiology.  Alcohol Health & Research World, 16, 286-292.

Waller, N. G., & Muthén, B. (1992).  Genetic tobit factor analysis:  quantitative genetic modeling with censored data.  Behavior Genetics, 22, 265-292.

Muthén, B. (1992).  A comment on Shrout-Parides:  Conventional factor analysis as an approximation to latent trait models for dichotomous data.  International Journal of Methods in Psychiatric Research, 2, 67-69.

Muthén, B.  (1991).  Multilevel factor analysis of class and student achievement components.  Journal of Educational Measurement, 28, Winter 1991, 338-354.

Muthén, B.  (1991).  Analysis of longitudinal data using latent variable models with varying parameters.  In L. Collins, & J. Horn (Eds.), Best Methods for the Analysis of Change.  Recent Advances, Unanswered Questions, Future Directions (pp. 1-17). Washington DC: American Psychological Association.

Muthén, B., Kao, Chih-Fen, & Burstein, L.  (1991).  Instructional sensitivity in mathematics achievement test items:  Applications of a new IRT-based detection technique.  Journal of Educational Measurement, 28, 1-22.

Fienberg, S. F., & Muthén, B. (1991).  Testimony before the National Science Foundation Directorate for Biological, Behavioral, and Social Sciences task force looking to the 21st century.  AmStat News, American Statistical Association, 172, 20-22.

Muthén, B.  (1990).  Moments of the censored and truncated bivariate normal distribution.  British Journal of Mathematical and Statistical Psychology, 43, 131-143.

Muthén, B. (1990). Mean and covariance structure analysis of hierarchical data. Paper presented at the Psychometric Society meeting in Princeton, NJ, June 1990. UCLA Statistics Series 62.

Muthén, B.  (1989).  Latent variable modeling in heterogeneous populations.  Presidential address to the Psychometric Society, July, 1989.  Psychometrika, 54, 557-585.

Muthén, B.  (1989).  Using item-specific instructional information in achievement modeling.  Psychometrika, 54, 385-396.

Muthén, B.  (1989).  Tobit factor analysis.  British Journal of Mathematical and Statistical Psychology, 42, 241-250.

Muthén, B.  (1989).  Dichotomous factor analysis of symptom data.  In Eaton, & Bohrnstedt (Eds.), Latent Variable Models for Dichotomous Outcomes:  Analysis of Data from the Epidemiological Catchment Area Program (pp. 19-65), a special issue of Sociological Methods & Research, 18, 19-65.

Byrne, B. M., Shavelson, R. J., & Muthén, B.  (1989).  Testing for the equivalence of factor covariance and mean structures:  The issue of partial measurement invariance.  Psychological Bulletin, 105(3), 456-466.

Muthén, B.  (1989).  Multiple-group structural modeling with non-normal continuous variables.  British Journal of Mathematical and Statistical Psychology, 42, 55-62.

Muthén, B.  (1989).  Factor structure in groups selected on observed scores.  British Journal of Mathematical and Statistical Psychology, 42, 81-90.

Muthén, B.  (1989).  The future of methodological training in educational psychology:  The problem of teaching students to use new sophisticated statistical techniques. In M. C. Wittrock, & F. Farley (Eds.), The Future of Educational Psychology ( pp. 181-189).  Hillsdale, NJ: Erlbaum Associates.

 Muthén, B.  (1989).  Discussion of Bertholet's paper.  Invited comment appearing in H. Wold (Ed.), Theoretical empiricism:  A General Rationale for Scientific Model-Building (pp. 281-285).  New York: Paragon House.

Muthén, B., & Satorra, A.  (1989).  Multilevel aspects of varying parameters in structural models.  Invited paper for the conference, "Multilevel Analysis of Educational Data," Princeton, NJ, April 1987.  In D. R. Bock (Ed.), Multilevel Analysis of Educational Data (pp. 87-99).  San Diego, CA:  Academic Press.

Muthén, B., & Hofacker, C.  (1988).  Testing the assumptions underlying tetrachoric correlations.  Psychometrika, 53,  563-578.

Muthén, B.  (1988).  Some uses of structural equation modeling in validity studies:  Extending IRT to external variables.  In H. Wainer, & H. Braun (Eds.), Test Validity (pp. 213-238).  Hillsdale, NJ: Erlbaum Associates.

Muthén, B., Kaplan, D., & Hollis, M.  (1987).  On structural equation modeling with data that are not missing completely at random.  Psychometrika, 42, 431-462.

Muthén, B.  (1987).  Response to Freedman's critique of path analysis:  Improve credibility by better methodological training.  Journal of Educational Statistics, 12, 178-184.

Muthén, B., & Speckart, G.  (1985).  Latent variable probit ANCOVA:  Treatment effects in the California Civil Addict Program.  British Journal of Mathematical and Statistical Psychology, 38, 161-170.

Muthén, B.  (1985).  A method for studying the homogeneity of test items with respect to other relevant variables.  Journal of Educational Statistics, 10, 121-132.

Muthén, B., & Lehman. J.  (1985).  Multiple-group IRT modeling:  Applications to item bias analysis.  Journal of Educational Statistics, 10, 133-142.

Muthén, B., & Kaplan D.  (1985).  A comparison of some methodologies for the factor analysis of non-normal Likert variables.  British Journal of Mathematical and Statistical Psychology, 38, 171-189.

Muthén, B.  (1984).  A general structural equation model with dichotomous, ordered categorical, and continuous latent variable indicators.  Psychometrika, 49, 115-132.

Muthén, B., & Joreskog, K.  (1983).  Selectivity problems in quasi-experimental studies.  Evaluation Review, 7, 139-174.

Muthén, B., & Speckart, G.  (1983).  Categorizing skewed, limited dependent variables:  Using multivariate probit regression to evaluate the California Civil Addict Program.  Evaluation Review, 7, 257-269.

Muthén, B.  (1983).  Latent variable structural equation modeling with categorical data.  Journal of Econometrics, 22, 48-65.

Muthén, B.  (1982).  Some categorical response models with continuous latent variables.  In K. G. Joreskog, & H. Wold (Eds.), Systems under indirect observation:  Causality, structure, prediction (the conference volume).  Amsterdam:  North Holland.

Muthén, B.  (1981).  Factor analysis of dichotomous variables:  American attitudes toward abortion.  In D. J. Jackson, & E. F. Borgatta (Eds.), Factor analysis and measurement in sociological research:  A multi-dimensional perspective.  London:  Sage.

Muthén, B., & Christoffersson, A.  (1981).  Simultaneous factor analysis of dichotomous variables in several groups.  Psychometrika, 46, 407-419.

Muthén, B.  (1979).  A structural probit model with latent variables.  Journal of the American Statistical Association, 74, 807-811.

Muthén, B.  (1978).  Contributions to factor analysis of dichotomous variables.  Psychometrika, 43, 551-560.

Muthén, B., Petersson, T., Stahlberg, G., & Olsson, U.  (1977).  Measuring religious attitudes using the semantic differential technique:  An application of three-mode factor analysis.  Journal for the Scientific Study of Religion, 16, 275-287.

Wheaton, B., Muthén, B., Alwin, D., & Summers, G.  (1977).  Assessing reliability and stability in panel models.  In D. R. Heise (Ed.), Sociological Methodology 1977 (pp. 84-136).  San Francisco:  Jossey-Bass, Inc.


PAPERS ACCEPTED FOR PUBLICATION

Muthén, B. & Asparouhov, T. (2011). Bayesian SEM: A more flexible representation of substantive theory. Second version, April 14, 2011. Accepted for publication in Psychological Methods.

Muthén, B., du Toit, S.H.C., & Spisic, D. (1997).  Robust inference using weighted least squares and quadratic estimating equations in latent variable modeling with categorical and continuous outcomes.  Accepted for publication in Psychometrika.

Muthén, B. (1997).  Covariates of alcohol dependence and abuse:  A multivariate analysis of a 1988 general population survey in the United States.  Accepted for publication in Acta Psychiatrica Scandinavica.

Muthén, B., & Short, L.  (1989).  Applying regression and factor analysis of categorical variables to fitness and exercise data.  Invited contribution to T. F. Drury (Ed.), Assessing Physical Fitness and Activity Patterns in Central Population Surveys, National Center for Health Statistics, U.S. Department of Health and Human Services.  Washington, DC:  U.S. Government Printing Office, in press.

Muthén, B.  (1983).  LACCI:  A general computer program for structural equation modeling with continuous and categorical data.  Accepted for publication in The American Statistician.



PAPERS SUBMITTED FOR PUBLICATION

Asparouhov, T. & Muthén, B. (2011). Using Bayesian priors for more flexible latent class analysis. Proceedings of the 2011 Joint Statistical Meetings. Submitted for publication.

Clark, S. & Muthén, B. (2009). Relating latent class analysis results to variables not included in the analysis. Submitted for publication.

Marsh, H., Lüdtke, O., Muthén, B., Asparouhov, T., Morin, A.J.S. & Trautwein, U. (2009). A new look at the big-five factor structure through exploratory structural equation modeling. Submitted for publication.

Muthén, B., Khoo, S.T. & Gustafsson, J.E. (1997).  Multilevel latent variable modeling in multiple populations.  Under review Sociological Methods & Research.

Arminger, G., Muthen, B., Wittenberg, J., Khoo, S.T., & Stoolmiller, M. (1996)  Analyzing latent variable interactions using Markov Monte Carlo methods:  An application to the prediction of growth.  Under review, Statistica Sinica.

Liu, G., & Muthén, B. (1994).  Sensitivity analysis for Pearson-Lawley corrections in the context of nonignorable missingness.  Under review, Journal of Educational and Behavioral Statistics.

Benson, J., & Muthén, B. (1993).  Testing factor structure invariance of the Test Anxiety Inventory using categorical variable methodology.

Gold, K., & Muthén, B. (1991)  Extensions of covariance structure analysis: Hierarchical modeling of multidimensional achievement data.  Presented at the annual meeting of the American Educational Research Association, Chicago, 1991.

Muthén, B.  (1990). Mean and covariance structure analysis of hierarchical data.  Paper presented at the Psychometric Society meeting in Princeton, NJ, June 1990.  UCLA Statistics Series 62.  

Muthén, B., Hollis, M., Muthén, L., & Tam, T.  (1990).  Applying logistic regression to choice-based and supplementary samples for the prediction of MBA matriculation.  UCLA Statistics Series 63.
 

PAPERS IN PREPARATION

Asparouhov, T. & Muthen, B. (2003a).  Full-information maximum-likelihood estimation of general two-level latent variable models. 

Asparouhov, T. & Muthen, B. (2003b).  Maximum-likelihood estimation in general latent variable modeling. 

Muthén, B. (2001). Two-part growth mixture modeling. University of California, Los Angeles.

Muthén, B. & Brown, H.C.  (2001).  Non-ignorable missing data in a general latent variable modeling framework.  University of California, Los Angeles.


TECHNICAL REPORTS

Asparouhov, T. & Muthén, B. (2010). Bayesian analysis using Mplus: Technical implementation. Technical Report. Version 3.

Asparouhov, T. & Muthén, B. (2010). Bayesian analysis of latent variable models using Mplus. Technical Report. Version 4.

Asparouhov, T. & Muthén, B. (2010). Multiple imputation with Mplus. Technical Report. Version 2.

Asparouhov, T. & Muthén, B. (2010). Plausible values for latent variables using Mplus. Technical Report.

Asparouhov, T. & Muthen, B. (2006). Comparison of estimation methods for complex survey data analysis.

Asparouhov, T. and Muthén, B. (2005). Multivariate Statistical Modeling with Survey Data. Proceedings of the Federal Committee on Statistical Methodology (FCSM) Research Conference.

Muthén, B. (2002). Using Mplus Monte Carlo simulations in practice: A note on assessing estimation quality and power in latent variable models. Mplus Web Notes: No. 1.

Muthén, B. and Asparouhov, T. (2002). Using Mplus Monte Carlo simulations in practice: A note on non-normal missing data in latent variable models. Mplus Web Notes: No. 2.

Muthén, B. and Asparouhov, T. (2002). Modeling of Heteroscedastic Measurement Errors. Mplus Web Notes: No. 3.

Muthén, B. and Asparouhov, T. (2002). Latent Variable Analysis With Categorical Outcomes: Multiple-Group And Growth Modeling In Mplus. Mplus Web Notes: No. 4.

Muthén, B. (2002). Supplementary Analyses for the Article "Assessment of Treatment Effects Using Latent Variable Modeling: Comments on the New York School Choice Study". Mplus Web Notes: No. 5.

Muthén, B. and Asparouhov, T. (2003). Modeling interactions between latent and observed continuous variables using maximum-likelihood estimation in Mplus. Mplus Web Notes: No. 6.

Muthén, B. & Muthén, L. (1995).  Tailoring psychometric techniques for epidemiological applications.  Draft.

Muthén., B., & Satorra, A. (1995).  Case-control data in recursive simultaneous equation models.

Muthén, B., & Gustafsson, J. E. (1994).  ASVAB-based job performance prediction and selection:  Latent variable modeling versus regression analysis.

Muthén, B., Hsu, J-W., Carlstedt, B., & Mardberg, B. (1993).  Predictive validity assessment using new methods for missing data and latent variables:  Application to the Swedish Military Enlistment Testing Procedure.

Muthén, B. (1994).  A simple approach to inference in covariance structure modeling with missing data:  Bayesian analysis.  Draft.

Muthén, B. Khoo, S. T., & Nelson Goff, G. (1994).  Multidimensional description of subgroup differences in mathematics achievement data from the 1992 National Assessment of Educational Progress.  Draft.

Gustafsson, J. E., & Muthén, B. (1994).  The nature of the general factor in hierarchical models of the structure of cognitive abilities:  Alternative models tested on data from regular and experimental military enlistment tests.  Draft.

Muthén, B. (1994).  A note on predictive validity from a latent variable perspective.  Draft.

Mardberg, B., Carlstedt, B., Muthén, B., & Hsu, J. W. (1993).  Predictive validity of cognitive and personality dimensions by linear structural analysis using missing data theory.

Muthén, B., Dwyer, J., & Nelson, G. (1991).  Using LISCOMP to model exogenous variable measurement error in structural models with    categorical response variables.

Muthén, B., Wisnicki, K. S., & Nelson, G. (1991).  Estimation of covariance structure models with multilevel (clustered) data.  Presented at the annual meeting of the American Educational Research Association, Chicago, 1991.

Muthén, B., & Muthén, L.  (1991).  Differential performance in MBA programs.  Graduate Management Admission Council Occasional Papers.

Muthén, B., Hollis, M., Yang, J. W., & Muthén, L.  (1991).  Random coefficient and empirical Bayes Regression in validity studies:  How good is it really?  Graduate Management Admission Council Occasional Papers.

Muthén, B., & Wisnicki, K.  (1990).  Psychometric analysis of alcohol symptom items by latent variable structural modeling.

Muthén, B.  (1989).  Notes on multilevel random coefficient regression and validity generalization for job performance prediction.  Prepared for the National Academy of Sciences/National Research Council Committee on Military Enlistment Standards.

Muthén, B., & Short, L. (1988).  Estimation of ability by IRT models allowing for heterogeneous instructional background.

Hollis, M., & Muthén, B.  (1987).  Structural covariance models with categorical data:  An illustration involving the measurement of political attitudes and belief systems.

Muthén, B.  (1986).  Probit path analysis.  Presented at the American Statistical Association Meeting in Chicago.  August 18-21.  Draft.

Muthén, B.  (1986).  Applications of tobit factor analysis.  Presented at the 1986 AERA meeting.  Draft.

Muthén, B., Kaplan, D., & Chan, C. R.  (1985).  A study of the robustness to non-normality of multiple group factor analysis.  Presented at the 1985 AERA meeting.  Draft.

Muthén, B.  (1985).  Using item specific instructional information in IRT analysis.  Draft.

Muthén, B., Huba, G., & Short, L.  (1985).  Applications of LISCOMP structural equation modeling for ordered categorical variables.  Draft.

Muthén, B., & Kaplan, D.  (1985).  On comparing item response curves across group.  Draft.

Muthén, B., & Chou, C. P.  (1985).  A note on an empirical example of Rasch modeling to obtain diagnostic information.  Draft.

Muthén, B.  (1984).  Modeling with censored variables:  Estimating correlation.  Presented at the Psychometric Society Meeting in Santa Barbara, CA, June 25-27.

Muthén, B., & Kaplan, D.  (1988).  Covariance structure modeling with missing data:  A simple approach for special cases.

Muthén, B.  (1982).  LACCI:  Latent variable analysis of dichotomous, ordered, categorical, and continuous indicators:  User's guide.  Preliminary version.

Muthén, B.  (1982).  Contributions to factor score estimation with dichotomous, ordered, categorical, and continuous variables.  Preliminary version.

Muthén, B., & Dahlquist, B.  (1980).  LADI-A - latent analysis of dichotomous indicators:  User's guide.  Manual for a FORTRAN IV computer program for general users.  Preliminary version.

Muthén, B.  (1980).  Selective samples and non-equivalent groups.  Department of Statistics, University of Uppsala.

Muthén, B., & Dahlquist, B.  (1980).  SELECT - Regression analysis in selective samples:  User's guide.  Manual for a FORTRAN IV computer program for general users.  Preliminary version.

Muthén, B.  (1980).  Probit regression in selective samples.  Department of Statistics, University of Uppsala.

Muthén, B.  (1979).  Analysis of frequency data by log-linear and logistic models:  Methods, literature, and programs.  Department of Statistics, University of Uppsala.  (In Swedish.)

Muthén, B.  (1979).  A survey of some work on selection modeling.  Department of Statistics, University of Uppsala.

Muthén, B.  (1977).  Statistical methodology for structural equation models involving latent variables with dichotomous indicators.  Ph.D. thesis, Department of Statistics, University of Uppsala.

Anderson, C., Christoffersson, A., & Muthén, B.  (1974).  FADIV:  A computer program for Factor Analysis of Dichotomized Variables.  Research Report (RR) 74-1.  Department of Statistics, University of Uppsala.

 

BOOKS AND MONOGRAPHS

Muthén, L.K. & Muthén, B. (1998-2010).  Mplus User’s Guide.  Version 6.  Los Angeles, CA: Muthén & Muthén.

Muthén, B. (1994).  Psychometric Modeling in Epidemiology with an Emphasis on Longitudinal Analysis of Alcohol Use.  Monograph No. 1, Alcoholic Beverage Medical Research Foundation.  Based on an invited workshop for the Research Society on Alcoholism, "Longitudinal Analysis of Alcohol use:  Applying Psychometric Methodology in Epidemiology," Maui, Hawaii, June, 1994.  Baltimore, Maryland:  ABMRF.

Muthén, B.  (1987).  LISCOMP.  Analysis of linear structural equations with a comprehensive measurement model.  Theoretical integration and user's guide.  Mooresville, IN:  Scientific Software.

   
   
 

Copyright © 2004   Bengt O. Muthén
Updated 09-02-2004