MULTIDIMENSIONAL SCALING

This technique comprises a family of geometric models for representation of data in one or, more frequently, two or more dimensions and a corresponding set of methods for fitting such models to actual data. A much narrower definition would limit the term to spatial distance models for similarities, dissimilarities, or other proximity data. The usage we espouse includes nonspatial (e.g., such discrete geometric models as tree structures) and nondistance (e.g., scalar product or projection) models that apply to nonproximity (e.g., preference or other dominance) data as well as to proximities. As this chapter demonstrates, a large class of these nonspatial models can still be characterized as dimensional modelsmbut with discrete rather than continuously valued dimensions. The successful development of any multivariate technique and its incorporation in widely available statistical software inevitably lead to substantive applications over an increasingly wide range both within and among disciplines. Multidimensional scaling (MDS) is no exception, and within psychology and closely related areas we could catalog an immense variety of different applications (not all of them cause for celebration, however); several thousand are given in the annual bibliographic survey SER VICE (Murtagh, 1997) published by the Classification Society of North America.

[1]  L. Tucker,et al.  An individual differences model for multidimensional scaling , 1963 .

[2]  J. Chang,et al.  Analysis of individual differences in multidimensional scaling via an n-way generalization of “Eckart-Young” decomposition , 1970 .

[3]  S. C. Johnson Hierarchical clustering schemes , 1967, Psychometrika.

[4]  Roger N. Shepard,et al.  Additive clustering: Representation of similarities as combinations of discrete overlapping properties. , 1979 .

[5]  Richard A. Harshman,et al.  Determination and Proof of Minimum Uniqueness Conditions for PARAFAC1 , 1972 .

[6]  J. Hartigan REPRESENTATION OF SIMILARITY MATRICES BY TREES , 1967 .

[7]  Peter M. Bentler,et al.  Restricted multidimensional scaling models for asymmetric proximities , 1982 .

[8]  Peter M. Bentler,et al.  Improving the efficiency and effectiveness of interactively selected MDS data designs , 1979 .

[9]  Peter M. Bentler,et al.  A statistical development of three-mode factor analysis , 1979 .

[10]  Eleanor Rosch Heider,et al.  The structure of the color space in naming and memory for two languages , 1972 .

[11]  M. Seligson Prestige Among Peasants: A Multidimensional Analysis of Preference Data , 1977, American Journal of Sociology.

[12]  T. Caelli,et al.  Constant curvature Riemannian scaling , 1978 .

[13]  Yoshio Takane MDSORT: A special-purpose multidimensional scaling program for sorting data , 1981 .

[14]  R. Shepard Attention and the metric structure of the stimulus space. , 1964 .

[15]  Willa Kay Wiener-Ehrlich,et al.  Dimensional and metric structures in multidimensional stimuli , 1978, Perception & psychophysics.

[16]  J. S. Lew Some counterexamples in multidimensional scaling , 1978 .

[17]  M Wish,et al.  Comparisons Among Multidimensional Structures Of Interpersonal Relations. , 1976, Multivariate behavioral research.

[18]  A. Tversky,et al.  Similarity of rectangles: An analysis of subjective dimensions , 1975 .

[19]  R. Shepard The analysis of proximities: Multidimensional scaling with an unknown distance function. I. , 1962 .

[20]  Joseph L. Zinnes,et al.  Single and multidimensional same-different judgments , 1977 .

[21]  J. Ramsay Maximum likelihood estimation in multidimensional scaling , 1977 .

[22]  Richard Degerman,et al.  Multidimensional analysis of complex structure: Mixtures of class and quantitative variation , 1970 .

[23]  P. Arabie,et al.  Overlapping Clustering: A New Method for Product Positioning , 1981 .

[24]  Louis Guttman,et al.  The Guttman-Lingoes nonmetric program series , 1973 .

[25]  J. Leeuw,et al.  Principal component analysis of three-mode data by means of alternating least squares algorithms , 1980 .

[26]  Yoram Wind,et al.  Introduction to Special Section on Market Segmentation Research , 1978 .

[27]  J. Ramsay Confidence regions for multidimensional scaling analysis , 1978 .

[28]  Wayne S. DeSarbo,et al.  Three-Way Multivariate Conjoint Analysis , 1982 .

[29]  Ingwer Borg,et al.  A direct approach to individual differences scaling using increasingly complex transformations , 1978 .

[30]  G. N. Lance,et al.  A General Theory of Classificatory Sorting Strategies: 1. Hierarchical Systems , 1967, Comput. J..

[31]  W. Torgerson Multidimensional scaling: I. Theory and method , 1952 .

[32]  C H COOMBS,et al.  Psychological scaling without a unit of measurement. , 1950, Psychological review.

[33]  Peter M. Bentler,et al.  Statistical aspects of a three-mode factor analysis model , 1978 .

[34]  I. Spence,et al.  Single subject incomplete designs for nonmetric multidimensional scaling , 1974 .

[35]  Lawrence Hubert,et al.  Evaluating the symmetry of a proximity matrix , 1979 .

[36]  J. Kruskal More factors than subjects, tests and treatments: An indeterminacy theorem for canonical decomposition and individual differences scaling , 1976 .

[37]  P. Schönemann,et al.  An algebraic solution for a class of subjective metrics models , 1972 .

[38]  W. Batchelder,et al.  A Critical Examination of the Analysis of Dichotomous Data , 1977, Philosophy of Science.

[39]  A. Tversky Choice by elimination , 1972 .

[40]  A. Tversky Elimination by aspects: A theory of choice. , 1972 .

[41]  W. DeSarbo Gennclus: New models for general nonhierarchical clustering analysis , 1982 .

[42]  Jan de Leeuw,et al.  Correctness of Kruskal's algorithms for monotone regression with ties , 1977 .

[43]  L. Hubert Generalized proximity function comparisons , 1978 .

[44]  C. J. Jardine,et al.  The structure and construction of taxonomic hierarchies , 1967 .

[45]  R. M. Johnson,et al.  A simple method for pairwise monotone regression , 1975 .

[46]  S. S. Stevens,et al.  A neural quantum in sensory discrimination. , 1972, Science.

[47]  Y. Escoufier,et al.  Analyse factorielle des matrices carrees non symetriques , 1980 .

[48]  R. Luce,et al.  Simultaneous conjoint measurement: A new type of fundamental measurement , 1964 .

[49]  C. Horan Multidimensional scaling: Combining observations when individuals have different perceptual structures , 1969 .

[50]  J. Gower Some distance properties of latent root and vector methods used in multivariate analysis , 1966 .

[51]  E. Holman Completely nonmetric multidimensional scaling , 1978 .

[52]  A. Tversky,et al.  Additive similarity trees , 1977 .

[53]  Wayne S. DeSarbo,et al.  Three-Way Metric Unfolding , 1981 .

[54]  Herbert F. Weisberg,et al.  Scaling Models for Legislative Roll-Call Analysis , 1972, American Political Science Review.

[55]  R. M. Boynton,et al.  A line, not a space, represents visual distinctness of borders formed by different colors. , 1976, Science.

[56]  Samuel Shye,et al.  Theory construction and data analysis in the behavioral sciences , 1980 .

[57]  R. Shepard Representation of structure in similarity data: Problems and prospects , 1974 .

[58]  J. Kruskal Nonmetric multidimensional scaling: A numerical method , 1964 .

[59]  C. Coombs A theory of data. , 1965, Psychology Review.

[60]  Joseph B. Keller,et al.  Factorization of matrices by least-squares , 1962 .

[61]  L. Hubert,et al.  Quadratic assignment as a general data analysis strategy. , 1976 .

[62]  C. Coombs,et al.  Ordmet: A general algorithm for constructing all numerical solutions to ordered metric structures , 1975 .

[63]  Ming-Mei Wang,et al.  An individual difference model for the multidimensional analysis of preference data , 1972 .

[64]  L. Hubert,et al.  Confirmatory inference and geometric models. , 1979 .

[65]  Elliot Noma,et al.  Constrained Nonmetric Multidimensional Scaling. , 1979 .

[66]  Lennart Sjöberg,et al.  Choice frequency and similarity , 1977 .

[67]  A. Tversky Features of Similarity , 1977 .

[68]  H. D. Brunk,et al.  AN EMPIRICAL DISTRIBUTION FUNCTION FOR SAMPLING WITH INCOMPLETE INFORMATION , 1955 .

[69]  Yoshio Takane,et al.  Nonmetric maximum likelihood multidimensional scaling from directional rankings of similarities , 1981 .

[70]  S. Rosenberg,et al.  A method for investigating and representing a person's implicit theory of personality: Theodore Dreiser's view of people. , 1972 .

[71]  J. Gower Generalized procrustes analysis , 1975 .

[72]  Yoshio Takane,et al.  THE METHOD OF TRIADIC COMBINATIONS: A NEW TREATMENT AND ITS APPLICATION , 1982 .

[73]  J. Ramsay Monotonic weighted power transformations to additivity , 1977 .

[74]  Moonja P. Kim,et al.  The Method of Sorting as a Data-Gathering Procedure in Multivariate Research. , 1975, Multivariate behavioral research.

[75]  Lawrence Hubert,et al.  Applications of combinatorial programming to data analysis: Seriation using asymmetric proximity measures , 1977 .

[76]  J. Douglas Carroll,et al.  Chapter 13 – APPLICATIONS OF INDIVIDUAL DIFFERENCES SCALING TO STUDIES OF HUMAN PERCEPTION AND JUDGMENT , 1974 .

[77]  James O. Ramsay,et al.  Some small sample results for maximum likelihood estimation in multidimensional scaling , 1980 .

[78]  Lawrence Hubert,et al.  Problems of seriation using a subject by item response matrix. , 1974 .

[79]  Lawrence Hubert,et al.  Applications of combinatorial programming to data analysis: The traveling salesman and related problems , 1978 .

[80]  Stephen K. Reed,et al.  Pattern recognition and categorization , 1972 .

[81]  D. Rumelhart,et al.  A model for analogical reasoning. , 1973 .

[82]  Lennart Sjoberg,et al.  Models of similarity and intensity. , 1975 .

[83]  P. Ladefoged,et al.  Factor analysis of tongue shapes. , 1971, Journal of the Acoustical Society of America.

[84]  S S Stevens,et al.  On the Theory of Scales of Measurement. , 1946, Science.

[85]  L. Hubert,et al.  Generalized concordance , 1979 .

[86]  D. Howard,et al.  A Multidimensional Scaling Analysis of the Development of Animal Names. , 1977 .

[87]  Herbert F. Weisberg,et al.  Dimensionland: An Excursion into Spaces , 1974 .

[88]  M E SOARES DE SOUZA ARAUJO,et al.  [Classification of literature]. , 1947, Boletim bibliografico.

[89]  Tarow Indow,et al.  An approach to geometry of visual space with no a priori mapping functions: Multidimensional mapping according to Riemannian metrics , 1982 .

[90]  R W Rodieck,et al.  Metric of color borders. , 1977, Science.

[91]  N. Mantel The detection of disease clustering and a generalized regression approach. , 1967, Cancer research.

[92]  J. B. Arnold A multidimensional scaling study of semantic distance. , 1971 .

[93]  T. Lund COMMENTS ON THE STONE-COLES MULTIDIMENSIONAL SCALING METHOD. , 1974, Multivariate behavioral research.

[94]  R. MacCallum,et al.  Transformation of a three-mode multidimensional scaling solution to indscal form , 1976 .

[95]  L. Tucker Relations between multidimensional scaling and three-mode factor analysis , 1972 .

[96]  Naohito Chino,et al.  A GRAPHICAL TECHNIQUE FOR REPRESENTING THE ASYMMETRIC RELATIONSHIPS BETWEEN N OBJECTS , 1978 .

[97]  Forrest W. Young,et al.  Nonmetric individual differences multidimensional scaling: An alternating least squares method with optimal scaling features , 1977 .

[98]  J. Ramsay Some Statistical Approaches to Multidimensional Scaling Data , 1982 .

[99]  Forrest W. Young,et al.  Introduction to Multidimensional Scaling: Theory, Methods, and Applications , 1981 .

[100]  J. Kruskal Three-way arrays: rank and uniqueness of trilinear decompositions, with application to arithmetic complexity and statistics , 1977 .

[101]  Lawrence E. Jones,et al.  Individual differences in perceptions and preferences for political candidates , 1977 .

[102]  Mark L. Davison,et al.  Fitting and testing carroll's weighted unfolding model for preferences , 1976 .

[103]  Myron Wish,et al.  Toward an Implicit Theory of Interpersonal Communication , 1977 .

[104]  J. Kruskal Analysis of Factorial Experiments by Estimating Monotone Transformations of the Data , 1965 .

[105]  Yoram Wind,et al.  Preference of Relevant Others and Individual Choice Models , 1976 .

[106]  James O. Ramsay,et al.  Solving implicit equations in psychometric data analysis , 1975 .

[107]  Henry Pieszko,et al.  Multidimensional scaling in riemannian space , 1975 .

[108]  A. Tversky,et al.  Spatial versus tree representations of proximity data , 1982 .

[109]  R. Shepard,et al.  A nonmetric variety of linear factor analysis , 1974 .

[110]  R. Mcdonald A note on monotone polygons fitted to bivariate data , 1976 .

[111]  C M Reed,et al.  A comparison of the effects of filtering and sensorineural hearing loss on patients of consonant confusions. , 1978, Journal of speech and hearing research.

[112]  Subjects' Expectations About Their Own Interpersonal Communication: A Multidimensional Approach , 1975 .

[113]  Forrest W. Young Methods for describing ordinal data with cardinal models , 1975 .

[114]  R. MacCallum,et al.  Effects of conditionality on INDSCAL and ALSCAL weights , 1977 .

[115]  V. Srinivasan,et al.  Linear Programming Computational Procedures for Ordinal Regression , 1976, J. ACM.

[116]  S. Boorman,et al.  Social structure from multiple networks: I , 1976 .

[117]  Allan D. Shocker,et al.  Linear programming techniques for multidimensional analysis of preferences , 1973 .

[118]  西里 静彦,et al.  Analysis of categorical data : dual scaling and its applications , 1980 .

[119]  R. Shepard,et al.  Monotone mapping of similarities into a general metric space , 1974 .

[120]  Shlomo Maital,et al.  Multidimensional scaling : Some econometric applications , 1978 .

[121]  Ingwer Borg,et al.  Geometric representations of relational data : readings in multidimensional scaling , 1977 .

[122]  J. Kruskal Multidimensional scaling by optimizing goodness of fit to a nonmetric hypothesis , 1964 .

[123]  E. Holman The relation between hierarchical and euclidean models for psychological distances , 1972 .

[124]  Nonmetric Method for Extended Indscal Model , 1980 .

[125]  K. Gabriel,et al.  The biplot graphic display of matrices with application to principal component analysis , 1971 .

[126]  Lawrence Hubert,et al.  SOME APPLICATIONS OF GRAPH THEORY AND RELATED NON‐METRIC TECHNIQUES TO PROBLEMS OF APPROXIMATE SERIATION: THE CASE OF SYMMETRIC PROXIMITY MEASURES , 1974 .

[127]  J. Berge,et al.  Orthogonal procrustes rotation for two or more matrices , 1977 .

[128]  John C. Gower,et al.  Graphical Representation of Asymmetric Matrices , 1978 .

[129]  Joseph L. Zinnes,et al.  Theory and Methods of Scaling. , 1958 .

[130]  E. Holman,et al.  Similarity judgments and recognition memory for some common spices , 1978, Perception & psychophysics.

[131]  Gregg T. Vesonder,et al.  On the representation of prose: New dimensions , 1978 .

[132]  J. Carroll,et al.  Spatial, non-spatial and hybrid models for scaling , 1976 .

[133]  W. Tobler Estimation of Attractivities from Interactions , 1979 .

[134]  Vithala R. Rao,et al.  Configuration Synthesis in Multidimensional Scaling , 1972 .

[135]  C. Coombs,et al.  Preference scales for number and sex of Children , 1975 .

[136]  C. Krumhansl The psychological representation of musical pitch in a tonal context , 1979, Cognitive Psychology.

[137]  R. M. Johnson,et al.  Pairwise nonmetric multidimensional scaling , 1973 .

[138]  L. Guttman A general nonmetric technique for finding the smallest coordinate space for a configuration of points , 1968 .

[139]  Yoram Wind,et al.  Issues and Advances in Segmentation Research , 1978 .

[140]  G. N. Lance,et al.  A general theory of classificatory sorting strategies: II. Clustering systems , 1967, Comput. J..

[141]  J. R. Ullrich,et al.  A conjoint-measurement analysis of human judgment , 1974 .

[142]  W. Hays,et al.  Multidimensional unfolding: Determining the dimensionality of ranked preference data , 1960 .

[143]  P. Arabie,et al.  Mapclus: A mathematical programming approach to fitting the adclus model , 1980 .

[144]  L. Hubert Some applications of graph theory to clustering , 1974 .

[145]  Reginald G. Golledge,et al.  A heuristic method for the comparison of related structures , 1981 .

[146]  F ATTNEAVE,et al.  Dimensions of similarity. , 1950, The American journal of psychology.

[147]  W J Levelt,et al.  Triadic comparisons of musical intervals. , 1966, The British journal of mathematical and statistical psychology.

[148]  R. Luce,et al.  The Choice Axiom after Twenty Years , 1977 .

[149]  J. F. Voss,et al.  Prose Representation: A Multidimensional Scaling Approach. , 1979, Multivariate behavioral research.

[150]  E. Holman Monotonic models for asymmetric proximities , 1979 .