Edit Profile (opens in new tab) Groenen, Patrick J. F. Compute Distance To: Compute Author ID: groenen.patrick-j-f Published as: Groenen, Patrick J. F.; Groenen, P. J. F.; Groenen, Patrick; Groenen, P. External Links: MGP · ORCID Documents Indexed: 43 Publications since 1991, including 5 Books 3 Contributions as Editor Co-Authors: 48 Co-Authors with 45 Joint Publications 696 Co-Co-Authors all top 5 Co-Authors 1 single-authored 7 Heiser, Willem J. 6 Borg, Ingwer 5 Meulman, Jacqueline J. 5 van de Velden, Michel 3 Kiers, Henk A. L. 2 Bioch, Jan C. 2 Busing, Frank M. T. A. 2 De Leeuw, Jan 2 Greenacre, Michael J. 2 Heij, Christiaan 2 Mair, Patrick 2 Mathar, Rudolf 2 Nalbantov, Georgi I. 2 van Deun, Katrijn 2 van Dijk, Dick 2 Winsberg, Suzanne 1 Barlow, Jesse L. 1 Blasius, Jörg 1 Castillo, William 1 Commandeur, Jacques J. F. 1 Diday, Edwin 1 Exterkate, Peter 1 Franses, Philip Hans 1 Galy, Hugo 1 Gardner-Lubbe, Sugnet 1 Geweke, John F. 1 Giaquinto, Patrizia 1 Gower, John C. 1 Jajuga, Krzysztof 1 Koning, Alex J. 1 le Roux, Niël J. 1 Paap, Richard 1 Park, Haesun 1 Pietersz, Raoul 1 Poblome, Jeroen 1 Rasson, Jean-Paul 1 Schader, Martin 1 Schoonees, Pieter C. 1 Tenenhaus, Arthur 1 Tenenhaus, Michel 1 Trejos, Javier 1 van den Burg, Gerrit J. J. 1 van den Heuvel, Wilco 1 van der Ark, L. Andries 1 van Dijk, Herman K. 1 van Os, Bart Jan 1 van Rosmalen, Joost 1 Zha, Hongyuan all top 5 Serials 9 Psychometrika 6 Computational Statistics and Data Analysis 5 Journal of Classification 2 Statistica Neerlandica 2 Advances in Data Analysis and Classification. ADAC 2 Springer Series in Statistics 2 SpringerBriefs in Statistics 1 Fuzzy Sets and Systems 1 Operations Research 1 Utilitas Mathematica 1 Econometric Reviews 1 European Journal of Operational Research 1 Linear Algebra and its Applications 1 Quantitative Finance 1 Journal of Machine Learning Research (JMLR) 1 Journal of Forecasting 1 Studies in Classification, Data Analysis, and Knowledge Organization all top 5 Fields 37 Statistics (62-XX) 17 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 11 Numerical analysis (65-XX) 6 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 3 General and overarching topics; collections (00-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 36 Publications have been cited 462 times in 389 Documents Cited by ▼ Year ▼ Modern multidimensional scaling. Theory and applications. 2nd ed. Zbl 1085.62079Borg, Ingwer; Groenen, Patrick J. F. 161 2005 Modern multidimensional scaling: theory and applications. Zbl 0862.62052Borg, Ingwer; Groenen, Patrick 90 1997 Cluster differences scaling with a within-clusters loss component and a fuzzy successive approximation strategy to avoid local minima. Zbl 0889.92037Heiser, Willem J.; Groenen, Patrick J. F. 35 1997 Rank reduction of correlation matrices by majorization. Zbl 1405.91647Pietersz, Raoul; Groenen, Patrick J. F. 16 2004 Avoiding degeneracy in multidimensional unfolding by penalizing on the coefficient of variation. Zbl 1306.62390Busing, Frank M. T. A.; Groenen, Patrick J. F.; Heiser, Willem J. 15 2005 The tunneling method for global optimization in multidimensional scaling. Zbl 0866.92028Groenen, Patrick J. F.; Heiser, Willem J. 14 1996 Optimization strategies for two-mode partitioning. Zbl 1337.62145van Rosmalen, Joost; Groenen, Patrick J. F.; Trejos, Javier; Castillo, William 13 2009 The majorization approach to multidimensional scaling. Some problems and extensions. Zbl 0898.62080Groenen, Patrick J. F. 13 1993 The majorization approach to multidimensional scaling for Minkowski distances. Zbl 0825.92158Groenen, Patrick J. F.; Mathar, Rudolf; Heiser, Willem J. 11 1995 Asymmetries in multidimensional scaling. Zbl 0850.62022Borg, I.; Groenen, P. 8 1996 Global optimization in least-squares multidimensional scaling by distance smoothing. Zbl 1006.91055Groenen, P. J. F.; Heiser, W. J.; Meulman, J. J. 7 1999 Forecast comparison of principal component regression and principal covariate regression. Zbl 1161.62370Heij, Christiaan; Groenen, Patrick J. F.; van Dijk, Dick 7 2007 Fuzzy clustering with squared Minkowski distances. Zbl 1179.68132Groenen, Patrick J. F.; Jajuga, Krzysztof 7 2001 I-scal: Multidimensional scaling of interval dissimilarities. Zbl 1157.62450Groenen, P. J. F.; Winsberg, S.; Rodríguez, O.; Diday, E. 6 2006 Applied multidimensional scaling and unfolding. 2nd edition, previously published under the title ‘Applied multidimensional scaling’. Zbl 1409.62006Borg, Ingwer; Groenen, Patrick J. F.; Mair, Patrick 6 2018 Least squares multidimensional scaling with transformed distances. Zbl 0855.62050Groenen, Patrick J. F.; De Leeuw, Jan; Mathar, Rudolf 5 1996 Applied multidimensional scaling. Zbl 1416.62017Borg, Ingwer; Groenen, Patrick J. F.; Mair, Patrick 4 2013 Applications of the modified Leverrier-Faddeev algorithm for the construction of explicit matrix spectral decompositions and inverses. Zbl 0756.65034Gower, J. C.; Groenen, P. J. F. 4 1991 Interpreting degenerate solutions in unfolding by use of the vector model and the compensatory distance model. Zbl 1306.62512Van Deun, K.; Groenen, P. J. F.; Heiser, W. J.; Busing, F. M. T. A.; Delbeke, L. 4 2005 Forecasting the yield curve in a data-rich environment using the factor-augmented Nelson-Siegel model. Zbl 1397.62410Exterkate, Peter; van Dijk, Dick; Heij, Christiaan; Groenen, Patrick J. F. 4 2013 Optimal scaling by alternating length-constrained nonnegative least squares, with application to distance-based analysis. Zbl 1365.62453Groenen, Patrick J. F.; van Os, Bart-Jan; Meulman, Jacqueline J. 3 2000 GenSVM: a generalized multiclass support vector machine. Zbl 1404.68127van den Burg, Gerrit J. J.; Groenen, Patrick J. F. 3 2016 SVM-Maj: a majorization approach to linear support vector machines with different hinge errors. Zbl 1151.90551Groenen, P. J. F.; Nalbantov, G.; Bioch, J. C. 3 2008 A monotonically convergent algorithm for orthogonal congruence rotation. Zbl 0877.62061Kiers, Henk A. L.; Groenen, Patrick 3 1996 City-block scaling: smoothing strategies for avoiding local minima. Zbl 1126.91409Groenen, P. J. F.; Heiser, W. J.; Meulman, J. J. 3 1998 An improved majorization algorithm for robust Procrustes analysis. Zbl 1341.62180Groenen, Patrick J. F.; Giaquinto, Patrizia; Kiers, Henk A. L. 2 2005 A distance-based variety of nonlinear multivariate data analysis, including weights for objects and variables. Zbl 1291.62198Commandeur, Jacques J. F.; Groenen, Patrick J. F.; Meulman, Jacqueline J. 2 1999 Weighted Euclidean biplots. Zbl 1364.62151Greenacre, Michael J.; Groenen, Patrick J. F. 2 2016 Seriation by constrained correspondence analysis: a simulation study. Zbl 1453.62224van de Velden, Michel; Groenen, Patrick J. F.; Poblome, Jeroen 2 2009 Inverse multidimensional scaling. Zbl 0892.92028De Leeuw, Jan; Groenen, Patrick J. F. 2 1997 Visions of 70 years of psychometrics: the past, present, and future. Zbl 1108.91061Groenen, Patrick J. F.; van der Ark, L. Andries 2 2006 Constrained dual scaling for detecting response styles in categorical data. Zbl 1329.62466Schoonees, Pieter C.; van de Velden, Michel; Groenen, Patrick J. F. 1 2015 Inverse correspondence analysis. Zbl 1097.62055Groenen, Patrick J. F.; van de Velden, Michel 1 2004 Regularized generalized canonical correlation analysis: a framework for sequential multiblock component methods. Zbl 1402.62121Tenenhaus, Michel; Tenenhaus, Arthur; Groenen, Patrick J. F. 1 2017 Majorization algorithms for inspecting circles, ellipses, squares, rectangles, and rhombi. Zbl 1165.65327Van Deun, K.; Groenen, P. J. F. 1 2005 A new model for visualizing interactions in analysis of variance. Zbl 1126.62062Groenen, Patrick J. F.; Koning, Alex J. 1 2006 Applied multidimensional scaling and unfolding. 2nd edition, previously published under the title ‘Applied multidimensional scaling’. Zbl 1409.62006Borg, Ingwer; Groenen, Patrick J. F.; Mair, Patrick 6 2018 Regularized generalized canonical correlation analysis: a framework for sequential multiblock component methods. Zbl 1402.62121Tenenhaus, Michel; Tenenhaus, Arthur; Groenen, Patrick J. F. 1 2017 GenSVM: a generalized multiclass support vector machine. Zbl 1404.68127van den Burg, Gerrit J. J.; Groenen, Patrick J. F. 3 2016 Weighted Euclidean biplots. Zbl 1364.62151Greenacre, Michael J.; Groenen, Patrick J. F. 2 2016 Constrained dual scaling for detecting response styles in categorical data. Zbl 1329.62466Schoonees, Pieter C.; van de Velden, Michel; Groenen, Patrick J. F. 1 2015 Applied multidimensional scaling. Zbl 1416.62017Borg, Ingwer; Groenen, Patrick J. F.; Mair, Patrick 4 2013 Forecasting the yield curve in a data-rich environment using the factor-augmented Nelson-Siegel model. Zbl 1397.62410Exterkate, Peter; van Dijk, Dick; Heij, Christiaan; Groenen, Patrick J. F. 4 2013 Optimization strategies for two-mode partitioning. Zbl 1337.62145van Rosmalen, Joost; Groenen, Patrick J. F.; Trejos, Javier; Castillo, William 13 2009 Seriation by constrained correspondence analysis: a simulation study. Zbl 1453.62224van de Velden, Michel; Groenen, Patrick J. F.; Poblome, Jeroen 2 2009 SVM-Maj: a majorization approach to linear support vector machines with different hinge errors. Zbl 1151.90551Groenen, P. J. F.; Nalbantov, G.; Bioch, J. C. 3 2008 Forecast comparison of principal component regression and principal covariate regression. Zbl 1161.62370Heij, Christiaan; Groenen, Patrick J. F.; van Dijk, Dick 7 2007 I-scal: Multidimensional scaling of interval dissimilarities. Zbl 1157.62450Groenen, P. J. F.; Winsberg, S.; Rodríguez, O.; Diday, E. 6 2006 Visions of 70 years of psychometrics: the past, present, and future. Zbl 1108.91061Groenen, Patrick J. F.; van der Ark, L. Andries 2 2006 A new model for visualizing interactions in analysis of variance. Zbl 1126.62062Groenen, Patrick J. F.; Koning, Alex J. 1 2006 Modern multidimensional scaling. Theory and applications. 2nd ed. Zbl 1085.62079Borg, Ingwer; Groenen, Patrick J. F. 161 2005 Avoiding degeneracy in multidimensional unfolding by penalizing on the coefficient of variation. Zbl 1306.62390Busing, Frank M. T. A.; Groenen, Patrick J. F.; Heiser, Willem J. 15 2005 Interpreting degenerate solutions in unfolding by use of the vector model and the compensatory distance model. Zbl 1306.62512Van Deun, K.; Groenen, P. J. F.; Heiser, W. J.; Busing, F. M. T. A.; Delbeke, L. 4 2005 An improved majorization algorithm for robust Procrustes analysis. Zbl 1341.62180Groenen, Patrick J. F.; Giaquinto, Patrizia; Kiers, Henk A. L. 2 2005 Majorization algorithms for inspecting circles, ellipses, squares, rectangles, and rhombi. Zbl 1165.65327Van Deun, K.; Groenen, P. J. F. 1 2005 Rank reduction of correlation matrices by majorization. Zbl 1405.91647Pietersz, Raoul; Groenen, Patrick J. F. 16 2004 Inverse correspondence analysis. Zbl 1097.62055Groenen, Patrick J. F.; van de Velden, Michel 1 2004 Fuzzy clustering with squared Minkowski distances. Zbl 1179.68132Groenen, Patrick J. F.; Jajuga, Krzysztof 7 2001 Optimal scaling by alternating length-constrained nonnegative least squares, with application to distance-based analysis. Zbl 1365.62453Groenen, Patrick J. F.; van Os, Bart-Jan; Meulman, Jacqueline J. 3 2000 Global optimization in least-squares multidimensional scaling by distance smoothing. Zbl 1006.91055Groenen, P. J. F.; Heiser, W. J.; Meulman, J. J. 7 1999 A distance-based variety of nonlinear multivariate data analysis, including weights for objects and variables. Zbl 1291.62198Commandeur, Jacques J. F.; Groenen, Patrick J. F.; Meulman, Jacqueline J. 2 1999 City-block scaling: smoothing strategies for avoiding local minima. Zbl 1126.91409Groenen, P. J. F.; Heiser, W. J.; Meulman, J. J. 3 1998 Modern multidimensional scaling: theory and applications. Zbl 0862.62052Borg, Ingwer; Groenen, Patrick 90 1997 Cluster differences scaling with a within-clusters loss component and a fuzzy successive approximation strategy to avoid local minima. Zbl 0889.92037Heiser, Willem J.; Groenen, Patrick J. F. 35 1997 Inverse multidimensional scaling. Zbl 0892.92028De Leeuw, Jan; Groenen, Patrick J. F. 2 1997 The tunneling method for global optimization in multidimensional scaling. Zbl 0866.92028Groenen, Patrick J. F.; Heiser, Willem J. 14 1996 Asymmetries in multidimensional scaling. Zbl 0850.62022Borg, I.; Groenen, P. 8 1996 Least squares multidimensional scaling with transformed distances. Zbl 0855.62050Groenen, Patrick J. F.; De Leeuw, Jan; Mathar, Rudolf 5 1996 A monotonically convergent algorithm for orthogonal congruence rotation. Zbl 0877.62061Kiers, Henk A. L.; Groenen, Patrick 3 1996 The majorization approach to multidimensional scaling for Minkowski distances. Zbl 0825.92158Groenen, Patrick J. F.; Mathar, Rudolf; Heiser, Willem J. 11 1995 The majorization approach to multidimensional scaling. Some problems and extensions. Zbl 0898.62080Groenen, Patrick J. F. 13 1993 Applications of the modified Leverrier-Faddeev algorithm for the construction of explicit matrix spectral decompositions and inverses. Zbl 0756.65034Gower, J. C.; Groenen, P. J. F. 4 1991 all cited Publications top 5 cited Publications all top 5 Cited by 675 Authors 21 Groenen, Patrick J. F. 12 D’Urso, Pierpaolo 12 Heiser, Willem J. 12 Machado, José António Tenreiro 9 Brusco, Michael J. 8 Kimmel, Ron 7 Caers, Jef 7 Macías, Rodrigo 7 Priebe, Carey E. 7 Vera, José Fernando 6 Bronstein, Alexander M. 6 Bronstein, Michael M. 6 DeSarbo, Wayne S. 6 Dzemyda, Gintautas 6 Fortiana, Josep 6 Kiers, Henk A. L. 6 Qi, Houduo 6 Van Mechelen, Iven 6 Žilinskas, Antanas 5 Boj, Eva 5 Delicado, Pedro F. 5 Kurasova, Olga 5 Lange, Kenneth L. 5 Pan, Shaohua 5 Saerens, Marco 5 van de Velden, Michel 5 Žilinskas, Julius 4 Bi, Shujun 4 Busing, Frank M. T. A. 4 Coppi, Renato 4 D’Ambrosio, Antonio 4 De Giovanni, Livia 4 de Rooij, Mark 4 Guerrero, Vanesa 4 Hwang, Heungsun 4 Kumagai, Atsuya 4 Lopes, António M. 4 Meulman, Jacqueline J. 4 Schepers, Jan 4 Trosset, Michael W. 4 Vicari, Donatella 4 Vichi, Maurizio 3 Aflalo, Yonathan 3 Carrizosa, Emilio 3 Ceulemans, Eva 3 de A. Lima Neto, Eufrásio 3 de A. T. de Carvalho, Francisco 3 Giordani, Paolo E. 3 Gonçalves, Douglas Soares 3 Gower, John C. 3 Liberti, Leo 3 Liu, Yulan 3 Maharaj, Elizabeth Ann 3 Massari, Riccardo 3 Park, Joonwook 3 Park, Youngser 3 Peltonen, Jaakko 3 Romero Morales, Dolores 3 Scheidt, Céline 3 Siciliano, Roberta 3 Stahl, Stephanie 3 Steinley, Douglas L. 3 Ying, Zhiliang 3 Zhou, Hua 2 Adachi, Kohei 2 Aguilera, Ana M. 2 Alonso, Andrés M. 2 Angulo, José Miguel 2 Balas, Egon 2 Bernatavičienẹ, Jolita 2 Bocci, Laura 2 Borsboom, Denny 2 Bove, Giuseppe 2 Brito, María Rosa 2 Chen, Chun-Houh 2 Chen, Zhe 2 Claramunt, M. Mercè 2 Costa, António C. 2 Dalmau, Oscar 2 De Leeuw, Jan 2 Denœux, Thierry 2 Ding, Chao 2 Doreian, Patrick 2 Escabias, Manuel 2 Esteve, Anna 2 Fischetti, Matteo 2 Fong, Duncan K. H. 2 Fouss, Francois 2 Francoisse, Kevin 2 Gardner-Lubbe, Sugnet 2 Gottlieb, Lee-Ad J. 2 Grane, Aurea 2 Greenacre, Michael J. 2 Hancock, Edwin Robert 2 He, Kun 2 Hopcroft, John Edward H. 2 Iorio, Carmela 2 Jahan, Sohana 2 Kaski, Samuel 2 Kivimäki, Ilkka ...and 575 more Authors all top 5 Cited in 130 Serials 40 Computational Statistics and Data Analysis 37 Psychometrika 21 Journal of Classification 14 Advances in Data Analysis and Classification. ADAC 9 Pattern Recognition 8 European Journal of Operational Research 7 Machine Learning 7 Journal of Global Optimization 7 Computational Geosciences 6 Journal of Multivariate Analysis 6 Neural Networks 6 Linear Algebra and its Applications 6 SIAM Journal on Optimization 5 Fuzzy Sets and Systems 5 Information Sciences 5 Journal of Mathematical Psychology 5 Japan Journal of Industrial and Applied Mathematics 5 Computational Statistics 5 Mathematical Programming. Series A. Series B 5 International Journal of Computer Vision 5 Mathematical Geosciences 5 Journal of Computational and Graphical Statistics 4 Communications in Statistics. Theory and Methods 4 Electronic Journal of Statistics 3 Applied Mathematics and Computation 3 Biometrics 3 Statistical Science 3 Computers & Operations Research 3 International Journal of Approximate Reasoning 3 Neural Computation 3 Communications in Statistics. Simulation and Computation 3 Applied and Computational Harmonic Analysis 3 Data Mining and Knowledge Discovery 3 Journal of Machine Learning Research (JMLR) 3 The Annals of Applied Statistics 2 Artificial Intelligence 2 Computers & Mathematics with Applications 2 The Annals of Statistics 2 Theoretical Computer Science 2 Applied Mathematical Modelling 2 SIAM Journal on Scientific Computing 2 Statistical Papers 2 Computational and Applied Mathematics 2 Mathematical Problems in Engineering 2 Nonlinear Dynamics 2 PAA. Pattern Analysis and Applications 2 Communications in Nonlinear Science and Numerical Simulation 2 Stochastic Environmental Research and Risk Assessment 2 Lobachevskii Journal of Mathematics 2 Statistical Analysis and Data Mining 2 \(p\)-Adic Numbers, Ultrametric Analysis, and Applications 1 Discrete Applied Mathematics 1 Discrete Mathematics 1 Physica A 1 Physics Letters. A 1 Physics Reports 1 Scandinavian Journal of Statistics 1 Chaos, Solitons and Fractals 1 Journal of Geometry and Physics 1 Automatica 1 Journal of Econometrics 1 The Journal of Mathematical Sociology 1 Journal of Statistical Planning and Inference 1 Metron 1 Programming and Computer Software 1 Statistica Neerlandica 1 Advances in Applied Mathematics 1 Insurance Mathematics & Economics 1 Chinese Annals of Mathematics. Series B 1 Acta Applicandae Mathematicae 1 Physica D 1 Social Choice and Welfare 1 Optimization 1 Journal of Economic Dynamics & Control 1 Multidimensional Systems and Signal Processing 1 The Annals of Applied Probability 1 Computational Geometry 1 Numerical Algorithms 1 Games and Economic Behavior 1 Journal of Statistical Computation and Simulation 1 Proceedings of the National Academy of Sciences of the United States of America 1 Journal of Mathematical Imaging and Vision 1 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering 1 Journal of Nonlinear Science 1 Computational Optimization and Applications 1 Test 1 Applied Mathematics. Series B (English Edition) 1 Numerical Linear Algebra with Applications 1 Top 1 Journal of Computational Neuroscience 1 Annals of Mathematics and Artificial Intelligence 1 The Journal of Fourier Analysis and Applications 1 International Transactions in Operational Research 1 Abstract and Applied Analysis 1 Optimization Methods & Software 1 Soft Computing 1 Mathematical Methods of Operations Research 1 Chaos 1 Fractional Calculus & Applied Analysis 1 Journal of Applied Statistics ...and 30 more Serials all top 5 Cited in 39 Fields 230 Statistics (62-XX) 97 Computer science (68-XX) 64 Operations research, mathematical programming (90-XX) 63 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 54 Numerical analysis (65-XX) 20 Combinatorics (05-XX) 13 Geophysics (86-XX) 13 Biology and other natural sciences (92-XX) 13 Information and communication theory, circuits (94-XX) 12 Linear and multilinear algebra; matrix theory (15-XX) 9 Calculus of variations and optimal control; optimization (49-XX) 7 Geometry (51-XX) 7 Probability theory and stochastic processes (60-XX) 5 General and overarching topics; collections (00-XX) 5 Dynamical systems and ergodic theory (37-XX) 4 Differential geometry (53-XX) 4 General topology (54-XX) 4 Global analysis, analysis on manifolds (58-XX) 4 Systems theory; control (93-XX) 3 History and biography (01-XX) 3 Real functions (26-XX) 3 Fluid mechanics (76-XX) 3 Quantum theory (81-XX) 2 Mathematical logic and foundations (03-XX) 1 General algebraic systems (08-XX) 1 Number theory (11-XX) 1 Topological groups, Lie groups (22-XX) 1 Several complex variables and analytic spaces (32-XX) 1 Ordinary differential equations (34-XX) 1 Partial differential equations (35-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Integral transforms, operational calculus (44-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Convex and discrete geometry (52-XX) 1 Mechanics of particles and systems (70-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Astronomy and astrophysics (85-XX) Citations by Year