Multidimensional Unfolding of Profile Data: A Discussion and Illustration with Attention to Badness-of-Fit

Bennett Joseph F. , and Hays William L. “Multidimensional Unfolding: Determining the Dimensionality of Ranked Preference Data,” Psychometrika, 25(March 1960), 27–43.

Carroll J. Douglas . “Individual Differences and Multidimensional Scaling,” in Shepard R. N. , eds., Multidimensional Scaling: Theory and Applications in the Behavioral Sciences, Volume 1/Theory. New York: Seminar Press, 1972, 105–55.

Carroll J. Douglas . “Models and Methods for Multidimensional Preference Analysis,” paper presented at Workshop on Multidimensional Scaling, University of Pennsylvania, June, 1972.

Carroll J. Douglas , and Chang J. J. “Nonmetric Multidimensional Analysis of Paired Comparisons Data,” paper presented at Joint Meeting of Psychometric and Psychonomic Societies, October, 1964.

Coombs Clyde H. , “Psychological Scaling Without a Unit of Measurement,” Psychological Review, 57(May 1950), 148–58.

Coombs Clyde H. , A Theory of Data. New York: John Wiley & Sons, 1964.

Green Paul E. , and Carmone Frank J. “Multidimensional Scaling: An Introduction and Comparison of Nonmetric Unfolding Techniques,” Journal of Marketing Research, 6(August 1969), 330–41.

Green Paul E. , and Rao Vithala R. Applied Multidimensional Scaling: A Comparison of Approaches and Algorithms. New York: Holt, Rinehart and Winston, 1972.

Green Paul E. , and Wind Yoram . Multiattribute Decisions in Marketing: A Measurement Approach. Hinsdale, Ill.: Dryden Press, 1973.

Kruskal Joseph B. , “Special Problems and Possibilities,” paper presented at Workshop on Multidimensional Scaling, University of Pennsylvania, June, 1972.

Kruskal Joseph B. , and Douglas Carroll J. “Geometrical Models and Badness-of-Fit Functions,” in Krishnaiah P. R. , ed., Multivariate Analysis II. New York: Academic Press, 1969, 639–70.

Kruskal Joseph B. , and Carmone Frank J. “How to Use M-D-SCAL, A Program to Do Multidimensional Scaling and Multidimensional Unfolding,” (Versions 5M of MDSCAL, all in Fortran IV), Murray Hill, N.J.: mimeo, Bell Telephone Laboratories, 1969.

Moskowitz Howard R. “Profile Attributes as Similarities,” paper presented at Association for Consumer Research Fall Conference, Boston, 1973.

Shepard Roger N. “A Taxonomy of Some Principal Types of Data and of Multidimensional Methods for their Analysis,” in Shepard R. N. , eds., Multidimensional Scaling: Theory and Applications in the Behavioral Sciences. Volume 1/Theory. New York: Seminar Press, 1972, 23–51.

Shepard Roger N. , and Douglas Carroll J. “Parametric Representation of Non-Linear Data Structures,” in Krishnaiah P. R. , ed., Multivariate Analysis. New York: Academic Press, 1966, 561–92.

Young Forrest W. “A Model for Polynomial Conjoint Analysis Algorithms,” in Shepard R. N. , eds., Multidimensional Scaling: Theory and Applications in Behavioral Sciences, Volume 1/Theory. New York: Seminar Press, 1972, 69–104.