Publications

2008

Books

Kroonenberg, P.M. (2008). Applied Multiway Data Analysis. Hoboken, NJ: Wiley

Articles

Draisma, H.M., Reijmers, Th.H., Bobeldijk-Pastorova, I., Meulman, J.J., et al. (2008). Similarities and differences in lipidomics profiles among healthy monozygotic twin pairs. OMICS, A journal of integrative biology, 12, 17-31.

Vermunt, J.K., Van Ginkel, J.R., Van der Ark, L.A., & Sijtsma, K. (2008). Multiple imputation of incomplete categorical data using latent class analysis. Sociological Methodology, 38, 369-397.

Alisic, E., Van der Schoot, T. A. W., Van Ginkel, J. R., & Kleber, R. J. (2008). Trauma exposure in primary school children: Who is at risk? Journal of Child and Adolescent Trauma, 1, 263-269 .

Alisic, E., Van der Schoot, T.A.W, Van Ginkel, J.R., & Kleber, R.J. (2008). Looking beyond PTSD in Children: Posttraumatic Stress Reactions, Posttraumatic Growth, and Quality of Life. Journal of Clinical Psychiatry, 69, 1455-1461.

Gilissen, R., Bakermans-Kranenburg, M.J., Van IJzendoorn, M.H., & Linting, M. (2008). Electrodermal reactivity during the Trier Social Stress Test for Children: Interaction between the serotonin transporter polymorphism and children's attachment representation. Developmental Psychobiology, 50, 615-625.

2007


Dissertations

Van der Kooij, A.J. (2007). Prediction Accuracy and Stability of Regression with Optimal Scaling Transformations. Thesis, Leiden University. https://openaccess.leidenuniv.nl/dspace/handle/1887/12096

Linting, M. (2007). Nonparametric Inference in Nonlinear Principal Components Analysis: Exploration and Beyond. Thesis, Leiden University. https://openaccess.leidenuniv.nl/dspace/handle/1887/12386

Articles

Dusseldorp, E., Spinhoven, Ph., Bakker, A., Van Dyck, R., & Van Balkom, A.J.L.M. (2007). Which panic disorder patients benefit from which treatment: Cognitive therapy or antidepressants? Psychotherapy and Psychosomatics, 76, 154-161. Article

Gilissen, R., Bakermans-Kranenburg, M.J., Van IJzendoorn, M.H., & Linting, M. (2008). Electrodermal reactivity during the Trier Social Stress Test for Children: Interaction between the serotonin transporter polymorphism and children's attachment representation. Developmental Psychobiology, 50, 615-625.

Van Ginkel, J. R., Van der Ark, L. A., & Sijtsma, K. (2007). Multiple imputation for item scores when test data are factorially complex. British Journal of Mathematical and Statistical Psychology, 60, 315-337.

Van Ginkel, J. R., Van der Ark, L. A., & Sijtsma, K. (2007). Multiple imputation of test and questionnaire data and influence on psychometric results. Multivariate Behavioral Research, 42, 387-414.

Van Ginkel, J. R. Van der Ark, L. A., Sijtsma, K., & Vermunt, J. K. (2007). Two-way imputation: A Bayesian method for estimating missing scores in tests and questionnaires, and an accurate approximation. Computational Statistics and Data Analysis, 51, 4013-4027.

Linting, M., Meulman, J. J., Groenen, P. J. F., & Van der Kooij, J. J. (2007). Nonlinear Principal Components Analysis: Introduction and Application. Psychological Methods, 12, 336-358.

Linting, M., Meulman, J. J., Groenen, P. J. F., & Van der Kooij, J. J. (2007). Stability of Nonlinear Principal Components Analysis: An empirical study using the balanced bootstrap. Psychological Methods, 12, 359-379.

2006

Articles

Kroonenberg, P. M. & Anderson, C. J. (2006) Additive and multiplicative models for three-way contingency tables: Darroch (1974) Revisited (pp. 455-486). In M. J. Greenacre & J. Blasius (Eds.) Multiple correspondence analysis and related methods. Chapman and Hall.

Ellis, R. N., Kroonenberg, P. M., Harch, B. D., & Basford, K. E. (2006). Nonlinear principal component analysis: An alternative method for finding patterns in environmental data. Environmetrics, 17, 1-11.

Kroonenberg, P. M., Oort, F. J., Stebbins, G. T., Leurgans, S. E., Cubo, E., & Goetz, C. G. (2006). Motor function in Parkinson's disease and supranuclear palsy: Simultaneous factor analysis of a clinical scale in several populations. BMC Medical Research Methodology, 6 (6), 1-13. (Web address: http://www.biomedcentral.com/1471-2288/6/26)

Dusseldorp, E., Spinhoven, Ph., Bakker, A., Van Dyck, R., & Van Balkom, A.J.L.M. (in press). Which panic disorder patients benefit from which treatment: Cognitive therapy or antidepressants? Psychotherapy and Psychosomatics.

Boersma, S.N., Maes, S., Joekes, K., & Dusseldorp, E. (in press). Goal processes in relation to goal attainment: Predicting health-related quality of life in myocardial infarction patients. Journal of Health Psychology.

Gebhardt, W.A., Kuyper, L., & Dusseldorp, E. (2006). Condom Use at First Intercourse with a New Partner in Female Adolescents and Young Adults: The Role of Cognitive Planning and Motives for Having Sex. Archives of Sexual Behavior, 35, 217-223. Article

2005

Kroonenberg, P.M. Model selection procedures in three-mode component models. In Vichi, M., Molinari, P., Mignani, S. & Montanari, A. (Ed.), New developments in classification and data analysis. (pp. 167-172). Berlin: Springer.

Kroonenberg, P.M. Statistiek: Argumentatiemiddel bij pedagogische vragen. In IJzendoorn, M.H. van & Frankrijker, H. de (Ed.), Pedagogiek in Beeld. Inleiding in de pedagogische studie van opvoeding, onderwijs en hulpverlening. (pp. 63-78). Houten: Bohn, Stafleu & van Loghum.

Kroonenberg, P.M. Three-mode analysis. In Kotz, S., Read, C.B. Balakrishnan, N. & Vidakovic, B. (Ed.), Encyclopedia of Statistical Sciences (2nd Edition; text unchanged from first edition). (pp. 8597-8602). New York: Wiley.

Kroonenberg, P.M. Three-mode component and scaling models. In Everitt, B.S. & Howell, D. (Ed.), Encyclopedia of Statistics in Behavioral Science. (pp. 2032-2044). Chichester: Wiley.

Kroonenberg, P.M. (02-09-2005). Datadozen: Analyse en historie. Rede bij de aanvaarding van het ambt van bijzonder hoogleraar in de "Multivariate Analyse, in het bijzonder van driewegdata". Leiden: Universiteit Leiden.

Meulman, J.J. & Heiser, W.J. SPSS Categories 14.0.,CD-rom.

2004

Bakermans-Kranenburg, M. J., Van IJzendoorn, M. H., & Kroonenberg, P. M. (2004). Differences in attachment security between african-american and white children: Ethnicity or socio-economic status? Infant Behavior and Development, 27, 417-433.

Commandeur, J. J. F. , Kroonenberg, P. M., & Dunn III, W. J. (2004). A dedicated generalized Procrustes analysis algorithm for consensus molecular alignment. Journal of Chemometrics, 18, 37-42.

Van Dijk, M. R., Steyerberg, E. W., Stenning, S. P., Dusseldorp, E., & Habbema, J. D. F. (2004). Survival of patients with nonseminomatous germ cell cancer: A review of the IGCC classification by Cox regression and recursive partitioning. British Journal of Cancer, 90, 1176-1183.

Dusseldorp, E. & Meulman, J.J. (2004). The regression trunk approach to discover treatment covariate interaction. Psychometrika, 69, 355-374.

Friedman, J.F. & Meulman, J.J. (2004). Clustering objects on subsets of variables (with discussion). Journal of the Royal Statistical Society, Series B, 4, 815-849.

Groenen, P.J.F., & Meulman, J.J. (2004). A comparison of the ratio of variances in distance-based and classical multivariate analysis. Statistica Neerlandica, 58, 428-439.

Van Os, B.J., & Meulman, J.J. (2004). Improving dynamic programming strategies for partitioning. Journal of Classification, 21, 207-230.

Kroonenberg, P. M. (2004). Exploratory longitudinal analysis with three-mode component models. In Droesbeke, J. J., LeJeune, M., & Saporta, G. (2004). Analyse statistique des données longitudinales (pp. 45 – 101). Marseille, France: Societé Française de Statistique.

Meulman, J.J., Van der Kooij,. A.J., & Heiser, W.J. (2004). Principal Components Analysis with Nonlinear Optimal Scaling Transformations for Ordinal and Nominal Data. In: D. Kaplan (ed.), Handbook of Quantitative Methods in the Social Sciences, (pp. 49-70). Newbury Park, CA: Sage Publications.

Van der Kooij, A.J. and Meulman, J.J. (2004). Multiple Correspondence Analysis. In J.J. Meulman, W.J. Heiser, and SPSS Inc. (Eds.), SPPS Categories 13.0 (pp. 1-15, 297-316). Chicago: SPSS Inc.

Van der Kooij, A.J. and Meulman, J.J. (2004). MULTIPLE CORRESPONDENCE. In SPSS Inc. (Ed.), SPPS 13.0. Command Syntax Reference (pp. 1085-1099). Chicago: SPSS Inc.

Van der Kooij, A.J. and Meulman, J.J. (2004). Algorithm Document MULTIPLE CORRESPONDENCE. Chicago: SPSS Inc.

Meulman, J. J., Heiser, W. J., (2004). SPSS Categories 13.0, Chicago: SPSS Inc. 2004.

Friedman, J.H. & Meulman, J.J., COSA, clustering attributes on subsets of variables, Department of Statistics, Stanford University, 2004.

Van der Kooij, A.J. & Meulman, J.J., MULTIPLE CORRESPONDENCE, Multiple correspondence analysis, revised and updated version of HOMALS, SPSS Categories, 2004

Van der Kooij, A. J., MULTIPLE CORRESPONDENCE version 1.0, in SPSS Categories 13.0,. 2004.


2003

Bensmail, H. & Meulman, J.J. (2003). Inferences for model-based cluster analysis with noise. Journal of Classification 20(1), (pp 49-76).

Friedman, J.H. & Meulman, J.J. (2003). Multiple additive regression trees with application in epidemiology. Statistics in Medicine, 22, (pp 1365-1381).

Kroonenberg, P. M. (2003). Biplot. In M. Lewis-Beck, A. Bryman., and T. F. Liao (Eds.), Encyclopaedia of social science research methods (pp. .70 71). Thousand Oaks, CA: Sage.

Kroonenberg, P. M. (2003). Principal component analysis. In M. Lewis-Beck, A. Bryman., and T. F. Liao (Eds.), Encyclopaedia of social science research methods (pp.855 856). Thousand Oaks, CA: Sage.

Kroonenberg, P. M. , Dunn III, W. J. , & Commandeur, J. J. F. (2003). Consensus alignment based on Generalized Procrustes Analysis. Journal of Chemical Information and Computer Science, 43, 2025 - 2032

Kroonenberg, P.M. & Oort, F. J. (2003). Three-mode analysis of multimode covariance matrices. British Journal of Mathematical and Statistical Psychology, 56,305-336.

Meulman, J.J. (2003). Prediciton and Classification in Nonlinear Data Analysis: Something old, something new, something borrowed, something blue. Psychometrika, 68.

Murakami, T, & Kroonenberg, P.M. (2003). Individual differences in semantic differential studies and their analysis by three-mode models. Multivariate Behavioral Research, 38, 87-96.

De Rooij, M. & Kroonenberg, P. M. (2003). Models of forecasting in dyadic sequential interaction data with and without the use of weights. Multivariate Behavioral Research, 38, 463-504.

Schipper, J.C. de, Tavecchio, L.W.C., IJzendoorn, M.H. van & Linting, M. (2003). The relation of flexble child care to quality of center day care and children's socio-eotional functioning: A survey and observational study. Infant Behavior and Development 26(1), (pp 300-325)

Theunissen, N.C.M., Meulman, J.J., Den Ouden, A.L., Koopman, H.M., Verrips, G.H., Verloove-Vanhorick, S.P., & Wit, J.M. (2003). Changes can be studied when the measurement instrument is different at time points. Health Services and Outcomes Research Methodology, 4.

Yanai, H., Okada, A., Shigemasu, K., Kano, Y. & Meulman, J.J. (Ed(s). New Developments in Psychometrics. Tokyo: Springer-Verlag.

2002

De la Vega, A.J., Hall, A.J. & Kroonenberg, P.M. (2002). Investigating the physiological bases of predictable and unpredictable genotype by environment interactions using three mode pattern analysis. Field Crops Research, 78, (pp 165-183).

Dusseldorp, E. & Meulman, J.J. (2002). Application of data mining tools in the behavioral sciences. In Meij, J. (Ed.), Dealing with the data flood: Mining data, text and multimedia (pp 220-234). The Hague: Stt/Beweton.

Hubert, L.J., Arabie, P. & Meulman, J.J. (2002). Linear Unidimensional Scaling in the L2 Norm: Basic Optimization Methods using MATLAB. Journal of Classification, Vol. 19 - 2.

Kroonenberg, P.M., Murakami, T. & Coebergh, J.W.W. (2002). Added value of three-way methods for the analysis of mortality trends illustrated with world-wide female cancer mortality (1968-1985). Statistical Methods in Medical Research, 11 (pp 175-292).

Meulman, J.J., Kooij, A.J. van der & Babinec, A. (2002). New features of Categorical Principal Components Analysis for Complicated Data Sets, including Data Mining. In Gaul, W. & Ritter, G. (Ed.), Classification, Automation and New Media. (pp 207-217). Heidelberg, Berlin: Springer Verlag.

2001

Baele, J., Dusseldorp, E. & Maes, S. (2001). Condom use self-efficacy: Effect on intended and actual condom use in adolescents. Journal of Adolescent Health, 28, 421-431.

Brezinka, V., Maes, S. & Dusseldorp, E. (2001). Gender differences in psychological impairment after a coronary incident. Personality and Individual Differences, 30, 127-135.

Dusseldorp, E. (2001). Discovering Treatment Covariate Interaction: An Integration of Regression Trees and Multiple Regression. Universiteit Leiden, 148 pp. (Enschede: PrintPartners Ipskamp).

Dusseldorp, E. & Meulman, J.J. (2001). Prediction in medicine by integrating regression trees into regression analysis with optimal scaling. Methods of Information in Medicine, 40, 403-409.

Groenen, P.J.F. & Jajuga, K. (2001). Fuzzy clustering with squared Minkowski distances. Fuzzy Sets and Systems, 120, 227-237.

Kroonenberg, P.M. (2001). Three-mode correspondence analysis: An illustrated expose. In -- (Ed.), Actes XXXIIIième Journées de Statistique. (pp. 101-108). Nantes: Société Française de Statistique.

Lans, I. van der, Groenen, P.J.F. & Pennings, E.J.M. (2001). Multiple scaling with multiple axial partitioning constraints: With an application to financial product development. Proceedings of the 2001 Marketing Science Conference, July 5-8, 2001. (pp. 237). Wiesbaden, Germany: Johannes Gutenberg-University of Mainz.

Van Elderen-van Kemenade, T.M.T. & Dusseldorp, E. (2001). Lifestyle effects of group health education for patients with coronary heart disease. Psychology and Health, 16, 327-341.

Van Os, B.J. (2001). Dynamic Programming for Partitioning in Multivariate Data Analysis. Universiteit Leiden, 262 pp. (Veenendaal: Universal Press).

2000

Gilbert, D.A., Sutherland, M. & Kroonenberg, P.M. (2000). Exploring subject-related interactions in repeated measures data using three-mode principal components analysis. Nursing Research, 49, 57-61.

Groenen, P.J.F. & Heiser, W.J. (2000). Iterative Majorization Algorithms in Statistical Computing. Discussion of: K. Lange, D.R. Hunter & I. Yang, Optimization transfer using surrogate objective functions. Journal of Computational and Graphical Statistics, 9, 44-48.

Groenen, P.J.F., Os, B.J. van & Meulman, J.J. (2000). Optimal scaling by alternating length constrained nonnegative least squares: An application to distance based principal components analysis. Psychometrika, 65, 511-524.

Groenen, P.J.F. & Franses, P.H. (2000). Visualizing time-varying correlations across stock markets. Journal of Empirical Finance, 7, 155-172.

Groenen, P.J.F., Mathar, R. & Trejos, J. (2000). Global optimization methods for multidimensional scaling applied to mobile communication. In Gaul, W, Opitz, O. & Schader, M. (Ed.),Data Analysis. (pp. 459-469). Heidelberg: Springer.

Groenen, P.J.F. (2000). Review of Clausen (1998), Applied correspondence analysis: An introduction [Thousand Oaks, CA: Sage]. In: Contemporary Psychology, 45, 327-328.

Haas, M. de, Algera, J.A., Tuijl, H.F.J.M. Van & Meulman, J.J. (2000). Macro and micro goal setting: In search of coherence. International Review of Health Psychology, 49, 577-593.

Hubert, L.J., Meulman, J.J. & Heiser, W.J. (2000). Two purposes for matrix factorization: A historical appraisal. SIAM Review, 42(1), 68-82.

Kiers, H.A.L., Rasson, J.-P., Groenen, P.J.F. & Schader, M. (2000). Data Analysis, classification, and related methods. Berlin: Springer, 428 pp.

Lombardo, R., Kroonenberg, P. M., & D'Ambra, L. (2000). Nonsymmetric Correspondence Analysis: a simple tool in market share distribution. Journal of the Italian Statistical Society, 9, 107-126. (publication of issue was delayed until August 2003).

Meulman, J.J. (2000). Relational data analysis: Discrimination and classification. In Decker, R. & Gaul, W. (Ed.), Classification and Information Processing at the Turn of the Millennium. (pp. 32-39). Berlin-Heidelberg: Springer-Verlag.

Stappers, P.J., Pasman, G. & Groenen, P.J.F. (2000). Exploring databases for taste or inspiration with interactive multi-dimensonal scaling. Proceedings IEA 2000 / HFES 2000, Ergonomics for the next Millennium. (pp. 3-575-3-578). Santa Monica (USA).

Theunissen, N.C.M., Ouden, A.L. den, Meulman, J.J., Koopman, H.M., Verloove-Vanhorick, S.P. & Wit, J.M. (2000). Health status development in a cohort of preterm children. Journal of Pediatrics, 137(4), 534-539.

Zeijl, E., Poel, M.Y.A.H. te, Bois-Reymond, M. du, Ravesloot, J.H. & Meulman, J.J. (2000). The role of parents and peers in the leisure activities of young adolescents. Journal of Leisure Research, 32(3), 281-302.

1999

Chatrou, M., Maes, S., Dusseldorp, E., & Seegers, G. (1999). Effects of the Brabant smoking prevention programme: A replication of the Wisconsin programme. Psychology and Health, 14, 159-178.

Commandeur, J.J.F., Groenen, P.J.F., & Meulman, J.J. (1999). A distance-based variety of nonlinear multivariate data analysis, including weights for objects and variables. Psychometrika, 64, 169-186.

Dusseldorp, E., Van Elderen, T., Maes, S., Meulman, J., & Kraaij, V. (1999). A meta-analysis of psychoeducational programs for coronary heart disease patients. Health Psychology, 18 (5), 506-519.

Gebhardt, W.A., Dusseldorp, E., & Maes, S. (1999). Measuring transitions through stages of exercise: Application of latent transition analysis. Perceptual and Motor Skills, 88, 1097-1106.

Gower, J.C., Meulman, J.J., & Arnold, G.M. Non-metric linear biplots (1999). Journal of Classification, 16, 181-196.

Groenen, P.J.F., Heiser W.J., & Meulman, J.J. (1999). Global optimization in least-squares multidimensional scaling by distance smoothing. Journal of Classification, 16, 225–254.

Meulman, J.J., Heiser, W.J., & SPSS Inc. (1999), Categories 10.0. Chicago: SPSS Inc.

Van Elderen, T. Maes, S., & Dusseldorp, E. (1999). Coping with coronary heart disease: A longitudinal study. Journal of Psychosomatic Research, 47 (2), 175-183.

1998

Bensmail, H. & Meulman, J.J., (1998). MCMC Inference for model-based cluster analysis. In: A. Rizzi, M. Vichi & H.H. Bock (Eds.), Advances in Data Science and Classification, (pp. 191-196). Berlin: Springer-Verlag.

Bensmail, H., & Meulman, J.J. (1998). MCMC Inferences in Model-Based Cluster Analysis with Noise. Research Report RR-98-02. Leiden: Department of Data Theory, Leiden University.

Borg, I. & Groenen, P.J.F. (1998). Regional interpretations in MDS. In: M. Greenacre & J. Blasius (Eds.), Visual Display of Categorical Data, pp. 347-364. New York: Academic Press.

Brezinka, V. Dusseldorp, E., & Maes, S. (1998). Gender differences in psychosocial profile at entry into cardiac rehabilitation. Journal of Cardiopulmonary Rehabilitation, 18 (6), 445-449.

Commandeur, J.J.F. (1998). A New Approach to the Subspace Matching of Configurations, Including Object Weights. Research Report RR-98-03. Leiden: Department of Data Theory.

Groenen, P.J.F., Heiser, W.J., & Meulman J.J., (1998). City-block scaling: smoothing strategies for avoiding local minima. In: I. Balderjahn, R. Mathar, & M. Schader, (Eds.), Classification, Data Analysis and Data Highways (pp. 46-53). Berlin: Springer-Verlag.

Groenen, P.J.F., Van Os, B.-J., & Meulman, J.J. (1998). Optimal scaling by alternating length-constrained nonnegative least squares: an application to distance based principal components analysis. Research Report RR-98-01. Leiden: Department of Data Theory, Leiden University.

Groenen, P.J.F. & Meulman, J.J. (1998). Larger Variance Accounted for in Distance-Based Multivariate Analysis Compared to Classical Multivariate Analysis. Research Report RR-98-04. Leiden: Data Theory Group.

Groenen, P.J.F., Commandeur, J.J.F., & Meulman J.J. (1998). Distance analysis of large data sets of categorical variables using object weights. Britisch Journal of Mathematical and Statistical Psychology , 51, 217-232.

Hubert, L.J., Arabie, P., & Meulman, J.J. (1998). Graph-theoretic representation for proximity matrices through strongly-anti-Robinson or circular-anti-Robinson matrices. Psychometrika, 63, 341-358.

Hubert, L.J., Arabie, P., & Meulman, J.J. (1998). The representation of symmetric proximity data: dimensions and classifications. The Computer Journal, 41, 566-577.

Markus, M.Th. & Groenen, P.J.F. (1998). Book review of: Efron and Tibshirani (1993), An introduction to the bootstrap. Psychometrika, 63, 97–101.

Meulman, J.J. (1998). Optimal Scaling Methods for Graphical Display of Multivariate Data. In: R. Payne & P. Green (Eds.), COMPSTAT 1998 Proceedings in Computational Statistics, (pp. 65-76). Heidelberg: Physica-Verlag.

Meulman, J.J., (1998). A Distance-based Biplot for Multidimensional Scaling of Multivariate Data. In: C. Hayashi, N. Ohsumi, K. Yajima, Y. Tanaka, H.H. Bock & Y. Baba (Eds.), Data Science, Classification, and Related Methods, pp. 506-517. Tokyo: Springer-Verlag.

Meulman, J.J. (1998). Book review of W.J. Krzanowski and F.H.C. Marriott, Multivariate Analysis, Part I, Distributions, Ordination and Inference, Journal of Classification , 15, 287-293.

Meulman, J.J., Hubert, L.J. & Heiser, W.J. (1998). The Data Theory Scaling System. In: A. Rizzi, M. Vichi & H.H. Bock (Eds.), Advances in Data Science and Classification, (pp. 489-496). Berlin: Springer-Verlag.

1997

Borg, I., & Groenen, P.J.F. (1997). Modern multidimensional scaling: theory and applications. New York: Springer, 471 pages.

Borg, I., & Groenen, P.J.F. (1997). Multitrait-multimethod by multidimensional scaling. In: W. Bandilla & F. Faulbaum (Eds.), Advances in Statistical Software 6, pp. 59-66. Stuttgart: Lucius & Lucius.

Busing, F.M.T.A., Commandeur, J.J.F. & Heiser, W.J. (1997). PROXSCAL: A multidimensional scaling program for individual differences scaling with constraints. In: W. Bandilla & F. Faulbaum (Eds.), Advances in Statistical Software 6, (pp. 67-73). Stuttgart: Lucius & Lucius.

Commandeur, J.J.F., Groenen, P.J.F., & Meulman, J.J. (1997). A distance-based variety of nonlinear multivariate data analysis, including weights for objects and variables. Research Report RR-97-03. Leiden: Department of Data Theory.

De Leeuw, J. & Groenen, P.J.F. (1997). Inverse multidimensional scaling. Journal of Classification, 14, 3-21.

Groenen, P.J.F., Commandeur, J.J.F. & Meulman, J.J. (1997). PIONEER: A program for distance-based multivariate analysis. In: W. Bandilla & F. Faulbaum (Eds.), Advances in Statistical Software 6, (pp. 83-90). Stuttgart: Lucius & Lucius.

Groenen, P.J.F., Heiser W.J., & Meulman, J.J. (1997). City-block scaling: Smoothing strategies for avoiding local minima. Research Report RR-97-01. Leiden: Department of Data Theory, University of Leiden.

Groenen, P.J.F., Heiser W.J., & Meulman, J.J. (1997). Global optimization in least-squares multidimensional scaling by distance smoothing. Research Report RR-97-02. Leiden: Department of Data Theory, University of Leiden.

Heiser, W.J. & Groenen, P.J.F. (1997). Cluster differences scaling with a within-cluster loss component and a fuzzy successive approximation strategy to avoid local minima. Psychometrika, 62, 63-83.

Heiser, W.J. & Meulman, J.J. (1997). Nonlinear Multivariate Analysis: Overview and recent advances. In: M. Ato Garcia & J. A. Lopez Pina (Eds.), IV Simposio de Metodologia de las Ciencias del Comportamiento (pp. 15-32). Murcia: Servicio de Publicaciones, Universidad.

Heiser, W.J. & Meulman, J.J. (1997). Representation of binary multivariate data by graph models using the Hamming metric. In: E. Wegman and S. Azen (Eds.), Computing Science and Statistics, 29(2), (pp. 517-525). Fairfax, VA: Interface Foundation of North America, Inc.

Heiser, W.J. & Groenen, P.J.F. (1997). Cluster differences scaling with a within-cluster loss component and a fuzzy successive approximation strategy to avoid local minima. Psychometrika, 62, 63-83.

Hubert, L.J., Arabie, P., Meulman, J.J. (1997). The construction of globally optimal ordered partitions. In: B. Mirkin, F.R. McMorris, F.S. Roberts, and A. Rzhetsky (Eds.), Mathematical Hierarchies and Biology, (pp. 299-311). DIMACS Series in Discrete Mathematics and Theoretical Computer Science. Providence, RI: American Mathematical Society.

Hubert, L.J., Arabie, P., Meulman, J.J. (1997). Linear and circular unidimensional scaling for symmetric proximity matrices , British Journal of Mathematical and Statistical Psychology, 50, 253-284.

Hubert, L.J., Arabie, P., Meulman, J.J. (1997). Hierarchical clustering and the construction of (optimal) ultrametrics using Lp - norms. In: Y. Dodge (Ed.), L1-Statistical Procedures and Related Topics, (pp. 457-472). Lecture Notes - Monograph Series, Hayward. CA: Institute of Mathematical Statistics.

Meulman, J.J. (1997). Multivariate data analysis through optimal scoring methods. In: Bulletin of the International Statistical Institute, Proceedings of the 51th Session of the ISI, (pp. 247-250). Istanbul: International Statistical Institute.

Meulman, J.J. & Heiser, W.J., (1997). Graphical display of interaction in Multiway Contingency Tables by Use of Homogeneity Analysis: the 2 x 2 x 2 x 2 Case. In: M. Greenacre & J. Blasius (Eds.), Visual Display of Categorical Data, pp. 277-296. New York: Academic Press.

Rietveld, W.J., Boon, M.E. & Meulman, J.J. (1997). Seasonal Fluctuations in the Cervical Smear Detection Rates for (Pre)Malignant Changes and for Infections. Diagnostic Cytopathology, 17, 6, 452-455.

Van der Ham, Th., Meulman, J.J., Van Strien, D.C. and Van Engeland, H. (1997). Empirically based subgrouping of eating disorders in adolescents: a longitudinal perspective. British Journal of Psychiatry, 170, 363-368.

Van der Kooij, A.J. , & Meulman J.J., (1997). MURALS: Multiple regression and optimal scaling using alternating least squares. In: W. Bandilla & F. Faulbaum (Eds.), Advances in Statistical Software 6, (pp. 99-106). Stuttgart: Lucius & Lucius.

Van Poppel, F., Post, W. & Groenen, P.J.F. (1997). Age preferences of spouses, the Netherlands 1850-1993: An application of correspondence analysis. In: H. van den Brekel en F. Deven, Population and family in the low countries 1996/1997: Selected current issues, pp. 190-218, Den Haag: NIDI.

1996

Borg, I., & Groenen, P.J.F. (1996). Asymmetries in multidimensional scaling. In: F. Faulbaum & W. Bandilla (Eds.), SoftStat '95: Advances in Statistical Software, pp. 31­35. Stuttgart: Gustav Fischer.

Dusseldorp, E.M.L. (1996). The study of aptitude treatment interaction by nonlinear methods: evaluation of a psychosocial treatment for chronic obstructive pulmonary disease. Research Report RR-96-03, Department of Data Theory, Leiden University (27 pp.).

Groenen, P.J.F., & Borg, I. (1996). Programs for multidimensional scaling: a comparison. In: F. Faulbaum & W. Bandilla (Eds.), SoftStat '95: Advances in Statistical Software, pp. 47­56. Stuttgart: Gustav Fischer.

Groenen, P.J.F., & Heiser, W.J. (1996). The tunneling method for global optimization in multidimensional scaling. Psychometrika, 61, 529­550.

Groenen, P.J.F., Commandeur, J.J.F., & Meulman J.J. (1996). Distance analysis of large data sets of categorical variables using object weights. Research Report RR-96-01, Department of Data Theory, Leiden University (27 pp.).

Heiser, W.J. (1996). Fitting graphs and trees with multidimensional scaling methods. Research RR-96-06, Department of Data Theory, Leiden University; (11 pp.).

Hubert, L.J., Arabie, Ph., & Meulman, J.J. (1996). Linear and Circular Unidimensional Scaling for Symmetric Proximity Matrices. Research Report RR-96-02, Department of Data Theory, Leiden University; (54 pp.).

Kiers, H.A.L. & Groenen, P.J.F. (1996). A monotonicaly convergent algorithm for orthogonal congruence rotation. Psychometrika, 61, 375­389.

Meulman, J.J. (1996). Fitting a distance model to homogeneous subsets of variables: Points of view analysis of categorical data. Journal of Classification, 13, 249-266.

Meulman, J.J. (1996). A distance-based biplot for multidimensional scaling of multivariate data. Research RR-96-04, Department of Data Theory, Leiden University; (28 pp.).

Meulman, J.J. & Heiser, W.J. (1996). Graphical display of interaction in multiway contingency tables by use of homogeneity analysis. Research Report RR-96-05, Department of Data Theory, Leiden University; (12 pp.).

Meulman, J.J. (1996). Fitting a distance model to homogeneous subsets of variables: Points of view analysis of categorical data. Journal of Classification, 13, 249-266.

Van der Kooij, A.J. (1996). Hierarchical GROUPALS: a simultaneous optimization method for hierarchical clustering using a minimum variance criterion under optimal scaling of the variables. Research Report RR-96-07, Department of Data Theory, Leiden University; (36 pp.).

Zielman, B. & Heiser, W.J. (1996). Models for asymmetric proximities. British Journal of Mathematical and Statistical Psychology, 49, 127-146.

1995

Busing, F.M.T.A., Van der Leeden, R., & Meijer, E. (1995). MLA: Software for Two-Level Analysis with Resampling Options. Multilevel Modelling Newsletter, Vol. 7, No. 3, December 1995.

Dijksterhuis, G.B. & Heiser, W.J. (1995). The role of permutation tests in exploratory multivariate data analysis. Food Quality and Preference, 6, 263-270.

Groenen, P.J.F., & Heiser, W.J. (1995). The Tunneling Method for Global Optimization in Mult-idimensional Scaling. Research Report RR-95-02, Department of Data Theory, University of Leiden (40 pp.).

Groenen, P.J.F., Mathar, R., & Heiser, W.J. (1995). The majorization approach to multidimensional scaling for Minkowski distances. Journal of Classification, 12, 3-19.

Heiser, W.J. (1995). Convergent computation by iterative majorization: Theory and applications in multidimensional data analysis. In: W.J. Krzanowski (Ed.), Recent Advances in descriptive Multivariate Analysis. Oxford: Oxfrod University Press; 157-189.

Heiser, W.J. (1995). Nested solutions in least squares multidimensional scaling. Statistics in Transition, Journal of the Polish Statistical Association, 2, 237-249.

Heiser, W.J. & Meulman, J.J. (1995). Nonlinear methods for the analysis of homogeneity and heterogeneity. In: W.J. Krzanowski (Ed.), Recent Advances in Descriptive Multivariate Analysis. Oxford: Oxford University Press; 51-89.

Heiser, W.J. and Bennani M. (1995). Triadic Distance Models for Triadic Dissimiliarity Data. Research Report RR-95-04, Department of Data Theory, University of Leiden; (49 pp.).

Meijer, E., Van der Leeden, R., & Busing F.M.T.A. (1995), Implementing the Bootstrap for Multilevel Models. Multilevel Modelling Newsletter, 7, 2, June 1995.

Meulman, J.J. (1995). Review of Elements of Dual Scaling: An Introduction to Practical Data Analysis, by Shizuhiko Nishisato, Journal of the American Statistical Association, 90, , 395-396.

Rietveld, W.J., Boon, M.E. & Meulman, J.J. (1995). Seasonal fluctuations in the cervical smear detection rates for (pre)malignant changes and for infections: a mirror-like pattern of data from the Northern and the Southern hemisphere. Research Report RR-95-05, Department of Data Theory, University of Leiden; (19 pp.)

Van de Geer, J.P. (1995). Some Aspects of Minkowski Distances. Research Report RR-95-03, Department of Data Theory, University of Leiden; (63 pp.).

Van der Ham, Th., Meulman, J.J., Van Strien, D.C., & Van Engeland, H. (1995). Empirically Based Subgrouping of Eating Disorders in Adolescents by Principal Components Analysis: A Longitudinal Perspective. Research Report RR-95-01, Department of Data Theory, University of Leiden; (20 pp.).

1994

Arabie, P., & Hubert, L.M (1994). Cluster analysis in marketing research. In: R. P. Bagozzi (Ed.), Handbook of Marketing Research. Oxford: Blackwell, pp. 160-189.

Busing, Frank M.T.A., Meijer, Erik, & Van der Leeden, Rien (1994). MLA Software for Multilevel Analysis of Data with Two Levels. User's Guide for Version 1.0b. Leiden Psychological Reports PRM-01-94, Department of Psychology, University of Leiden, 84 pp.

Dijksterhuis, G., Heiser, W., King, B., & Punter, P. (1994). Meeting Report. Food Quality and Preference, Vol. 5, no. 3, pp. 233.

Groenen, P.J.F., & Jajuga, K. (1994). Fuzzy Clustering with Squared Minkowski Distances. Research Report RR-94-06, Department of Data Theory, University of Leiden, 1994 (10 pp.).

Heiser, W.J. (1994). Reparametrization of homogeneity analysis to accomodate parallel item characteristic curves. Research Report RR-94-05, Department of Data Theory, University of Leiden; (7 pp.).

Heiser, W.J., & Groenen, P.J.F. (1994). Cluster differences scaling with a within clusters loss component and a fuzzy successive approximation strategy to avoid local minima. Research Report RR-94-03, Department of Data Theory, University of Leiden, (34 pp.).

Heiser, W.J., & Meulman, J.J. (1994). Homogeneity analysis: exploring the distribution of variables and their nonlinear relationships. In: M. Greenacre, & J. Blasius (Eds.), Correspondence Analysis in the Social Sciences: Recent Developments and Applications. New York: Academic Press; 179-209.

Heiser, W.J., Meulman, J.J. & Kroonenberg, P.M. (1994). Applied Multivariate Data Analysis ­ Examples II. Internal Report, Faculty of Social Sciences, University of Leiden; selection of research papers (98 pp.).

Hubert, L., & Arabie, P. (1994). The analysis of proximity matrices through sums of matrices having (anti-)Robinson forms. British Journal of Mathematical and Statistical Psychology, 47, 1-40.

Hubert, L., & Arabie, Ph. (1994). Iterative Projection Strategies for the Least-squares Fitting of Graph Theoretic Structures to Proximity Data. Research Report RR-94-02, Department of Data Theory, University of Leiden; (62 pp.).

Kroonenberg, P.M., Meulman, J.J., & Heiser, W.J. (1994). Applied Multivariate Data Analysis ­ Exercises. Internal Report, Faculty of Social Sciences, University of Leiden, 1994 (37 pp.).

Markus, M.Th. (1994). Bootstrap Confidence Regions in Nonlinear Multivariate Analysis. Leiden: DSWO Press (215 pp.).

Meulman, J.J. (1994). Fitting a Distance Model to Homogeneous Subsets of variables: Points of View Analysis of Categorical Data. Research Report RR-94-01, Department of Data Theory, University of Leiden; (36 pp.).

Meulman, J.J., Kroonenberg, P.M., & Heiser, W.J. (1994). Applied Multivariate Data Analysis ­ Examples. Internal Report, Faculty of Social Sciences, University of Leiden; selection of research papers (96 pp.).

Van der Leeden, R., & Busing, F.M.T.A. (1994). First iteration versus final IGLS/RIGLS estimates in two-level models: a Monte Carlo study with ML3. Leiden Psychological Report PRM-02-94, Department of Psychometrics and Research Methodology, University of Leiden; (21 pp.).

Verboon, P. (1994), A Robust Approach to Nonlinear Multivariate Analysis. Leiden: DSWO Press. (204 pp.).

Verboon, P., & Heiser, W.J. (1994). Robust principal components analysis. Computational Statistics and Data Analysis, 18, 457-467.

Verboon, P., & Van der Lans, I.A. (1994). Robust canonical discriminant analysis. Psychometrika, 59, 485-507.

Zielman, B., & Heiser, W.J. (1994). Models for asymmetric proximities. Research Report RR-94-04, Department of Data Theory, University of Leiden; (34 pp.).

1993

Commandeur, J.J.F. & Heiser, W.J. (1993). Mathematical derivations in the proximity scaling (PROXSCAL) of symmetric data matrices. Research Report RR-93-04. University of Leiden: Department of Data Theory (1993); 72 pp.

Constantine, A.G., Gower, J.C., & Zielman, B. (1993). A Cappadocian tablet problem. In: Andresen, J., Madsen, T., & Scollar, I. (Eds.), Computer Applications in Archaeology. Aarhus: Aarhus University Press (1993); 303:315.

De Leeuw, J., & Groenen, P.J.F. (1993). Inverse multidimensional scaling. UCLA Statistics Series, 144 (1993); 52 pp.

De Soete, G. & Heiser, W.J. (1993). A latent class unfolding model for analyzing single stimulus preference ratings. Psychometrika, 58 (1993); 545-565.

Gower, J.C. & Meulman, J.J. (1993). The treatment of categorical information in physical anthropo-logy. International Journal of Anthropology, 8, 43-51. (Dit artikel is niet vermeld in het verslag van 1993.)

Groenen, P.J.F. (1993). The Majorization Approach to Multidimensional Scaling: Some problems and extensions. Leiden: DSWO Press. (170 pp.)

Groenen, P.J.F. (1993). An application of the modified Leverrier-Faddeev algorithm for partitioned block designs in multidimensional scaling. In: Steyer, R., Wender, K.F. & Widaman, K.F. (Eds.), Psychometric Methodology. Proceedings of the 7th European Meeting of the Psychometric Society in Trier. Stuttgart: Gustav Fischer Verlag, 151-156.

Heiser, W.J. (1993). Book review of: J. Whittaker, Graphical Models in Applied Multivariate Analysis. Kwantitatieve Methoden, 14, 179-180.

Heiser, W.J. (1993). Zoeken in de bibliografische ruimte: de bijzondere rol van hiërarchische classificaties bij geautomatiseerde onderwerpsontsluiting, Open, Vaktijdschrift voor Bibliothecarissen, Literatuuronderzoekers en Documentalisten, 25, 46-50.

Heiser, W.J. (1993). Convergent computation by iterative majorization: Theory and applications in multidimensional data analysis. Research Report RR-93-06. University of Leiden: Department of Data Theory; 40 pp.

Heiser, W.J. & Meulman, J.J.(1993). Nonlinear methods for the analysis of homogeneity and hetero-geneity. Research Report RR-93-03. University of Leiden: Department of Data Theory; 39 pp.

Meulman, J.J. (1993). Principal coordinates analysis with optimal transformations of the variables: minimizing the sum of squares of the smallest eigenvalues. British Journal of Mathematical and Statistical Psychology, 46, 287-300.

Meulman, J.J. & Verboon, P. (1993). Points of view analysis revisited: fitting multidimensional structures to optimal distance components with cluster restrictions on the variables. Psychometrika, 58, 7-35.

Nierop, A.F.M. (1993). Multidimensional Analysis of Grouped Variables: An integrated approach. Leiden (1993); 202 pp.

Nierop, A.F.M. (1993). The INDRES model: An INDSCAL model with residuals orthogonal to INDSCAL dimensions. In: Steyer, R., Wender, K.F. & Widaman, K.F. (Eds.), Psychometric Methodology. Proceedings of the 7th European Meeting of the Psychometric Society in Trier. Stuttgart: Gustav Fischer Verlag (1993); 366-370.<

Ten Berge, J.M.F., Kiers, A.L & Commandeur, J.J.F. (1993). Orthogonal Procrustes rotation for matrices with missing values. British Journal of Mathematical and Statistical Psychology, 46; 119-134.

Van der Lans, I. A. (1993). An extension of Tucker's vector model for individual differences in preference accommodating multiattribute preference data. In: Steyer, R., Wender, K.F. & Widaman, K.F. (Eds.), Psychometric Methodology. Proceedings of the 7th European Meeting of the Psychometric Society in Trier. Stuttgart: Gustav Fischer Verlag; 253-257.

Verboon, P. (1993). An aplication of resistant nonlinear principal component analysis. In: Steyer, R., Wender, K.F. & Widaman, K.F. (Eds.), Psychometric Methodology. Proceedings of the 7th European Meeting of the Psychometric Society in Trier. Stuttgart: Gustav Fischer Verlag; 544-549.

Verboon, P. (1993). Stability of resistant principal components analysis for qualitative data. In: Morgenthaler, S., Ronchetti, E, & Stahel, W.A. (Eds.), New Directions in Statistical Data Analysis and Robustness. Monte Verita: Birkhauser Verlag Basel; 265-273.

Verboon, P. (1993). Robust nonlinear regression analysis. British Journal of Mathematical and Statistical Psychology, 46, 77-94.

Verboon, P. & Van der Lans, I.A. (1993). Robust canonical discriminant analysis. Research Report RR-93-02. University of Leiden: Department of Data Theory; 29 pp.

Verboon, P. & Gabriel, K.R. (1993). Generalized Procrustes analysis with iterative weighting to achieve resistance. ` Research Report RR-93-05. University of Leiden: Department of Data Theory; 26 pp.

Zielman, B. (1993). Two methods for multidmensional analysis of three-way skew-symmetric matrices. Research Report RR-93-01. University of Leiden: Department of Data Theory; 21 pp.

Zielman, B. & Heiser, W.J. (1993). Analysis of asymmetry by a slide vector. Psychometrika, 58; 101-114.

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