THE MULTIDIMENSIONAL ANALYSIS OF ‘ELASTIC’ DISTANCES
Abstract
A new orientation to the problem of multidimensional scaling is presented using the notion of ‘elastic’ distances. Making use of a rational theory of judgement variability (in line with Thurstone's remarks about discriminal processes); a monotonic distance function (in line with Shepard's suggestions); an algorithm for determining the monotonic transformations at each iteration (as provided by Kruskal); and a criterion which yields information about the tolerance for variability of judgement that any solution demands, a hybrid analytical approach is proposed as a practical multidimensional scaling procedure. The approach is illustrated using experimental data.
Citing Literature
Number of times cited according to CrossRef: 50
- Willem J. Heiser, Frank M. T. A. Busing, Jacqueline J. Meulman, Mapping Networks and Trees with Multidimensional Scaling of Proximities, Advanced Studies in Behaviormetrics and Data Science, 10.1007/978-981-15-2700-5_24, (385-407), (2020).
- Nasir Saeed, Tareq Y. Al-Naffouri, Mohamed-Slim Alouini, Outlier Detection and Optimal Anchor Placement for 3-D Underwater Optical Wireless Sensor Network Localization, IEEE Transactions on Communications, 10.1109/TCOMM.2018.2875083, 67, 1, (611-622), (2019).
- Mukund Raj, Ross T. Whitaker, Anisotropic Radial Layout for Visualizing Centrality and Structure in Graphs, Graph Drawing and Network Visualization, 10.1007/978-3-319-73915-1_28, (351-364), (2018).
- M. Raj, R. T. Whitaker, Visualizing Multidimensional Data with Order Statistics, Computer Graphics Forum, 10.1111/cgf.13419, 37, 3, (277-287), (2018).
- Iain Rice, Improved data visualisation through nonlinear dissimilarity modelling, Pattern Recognition, 10.1016/j.patcog.2017.07.016, 73, (76-88), (2018).
- Nasir Saeed, Haewoon Nam, Mian Imtiaz Ul Haq, Dost Bhatti Muhammad Saqib, A Survey on Multidimensional Scaling, ACM Computing Surveys, 10.1145/3178155, 51, 3, (1-25), (2018).
- Thomas W. Whipple, Variation among Multidimensional Scaling Solutions: An Examination of the Effect of Data Collection Differences, Journal of Marketing Research, 10.1177/002224377601300115, 13, 1, (98-103), (2018).
- Computer Program Abstracts, Journal of Marketing Research, 10.1177/002224376800500313, 5, 3, (319-322), (2018).
- Fotios D. Mandanas, Constantine L. Kotropoulos, Robust Multidimensional Scaling Using a Maximum Correntropy Criterion, IEEE Transactions on Signal Processing, 10.1109/TSP.2016.2625265, 65, 4, (919-932), (2017).
- Iain Rice, Improved data visualisation through multiple dissimilarity modelling, Information Sciences, 10.1016/j.ins.2016.07.073, 370-371, (288-302), (2016).
- Gina Gruenhage, Manfred Opper, Simon Barthelme, Visualizing the effects of a changing distance on data using continuous embeddings, Computational Statistics & Data Analysis, 10.1016/j.csda.2016.06.006, 104, (51-65), (2016).
- Mark Ortmann, Mirza Klimenta, Ulrik Brandes, A Sparse Stress Model, Graph Drawing and Network Visualization, 10.1007/978-3-319-50106-2_2, (18-32), (2016).
- J. Robert Beck, Kathryn I. Pyle, Lee B. Lusted, A Citation Analysis of the Field of Medical Decision Making, 1959-1982, Medical Decision Making, 10.1177/0272989X8400400408, 4, 4, (449-468), (2016).
- Lee G. Cooper, A Review of Multidimensional Scaling in Marketing Research, Applied Psychological Measurement, 10.1177/014662168300700404, 7, 4, (427-450), (2016).
- Robert M. Carroll, An Empirical Comparison of Metric and Nonmetric Analyses of Correlation Coefficients, Educational and Psychological Measurement, 10.1177/001316447603600206, 36, 2, (283-296), (2016).
- Robert T. Golembiewski, Keith Billingsley, Samuel Yeager, Measuring Change and Persistence in Human Affairs: Types of Change Generated by OD Designs, The Journal of Applied Behavioral Science, 10.1177/002188637601200201, 12, 2, (133-157), (2016).
- Peter H. Scho̎nemann, Robert M. Carroll, FITTING ONE MATRIX TO ANOTHER UNDER CHOICE OF A CENTRAL DILATION AND A RIGID MOTION, ETS Research Bulletin Series, 10.1002/j.2333-8504.1969.tb00757.x, 1969, 2, (i-19), (2014).
- Long Qu, Dan Nettleton, Jack C. M. Dekkers, A Hierarchical Semiparametric Model for Incorporating Intergene Information for Analysis of Genomic Data, Biometrics, 10.1111/j.1541-0420.2012.01778.x, 68, 4, (1168-1177), (2012).
- Stephen L. France, J. Douglas Carroll, Two-Way Multidimensional Scaling: A Review, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 10.1109/TSMCC.2010.2078502, 41, 5, (644-661), (2011).
- Ulrik Brandes, Christian Pich, More Flexible Radial Layout, Graph Drawing, 10.1007/978-3-642-11805-0_12, (107-118), (2010).
- Christian Kaiser, Fergal Walsh, Carson J. Q. Farmer, Alexei Pozdnoukhov, User-Centric Time-Distance Representation of Road Networks, Geographic Information Science, 10.1007/978-3-642-15300-6_7, (85-99), (2010).
- Ulrik Brandes, Christian Pich, An Experimental Study on Distance-Based Graph Drawing, Graph Drawing, 10.1007/978-3-642-00219-9_21, (218-229), (2009).
- George Michailidis, Data Visualization Through Their Graph Representations, Handbook of Data Visualization, 10.1007/978-3-540-33037-0, (103-120), (2008).
- M. A. Evans, M. F. Woods, R. J. Levene, Communication patterns in two UK R & D laboratories, R&D Management, 10.1111/j.1467-9310.1974.tb01069.x, 4, 3, (141-147), (2007).
- M. A. Evans, M. F. Woods, R. J. Levene, Communication patterns in two UK R & D laboratories, R&D Management, 10.1111/j.1467-9310.1973.tb01049.x, 4, 1, (141-147), (2007).
- Yoshio SUGIURA, Tadashi IMAIZUMI, Geographical applications of MDS, Kodo Keiryogaku (The Japanese Journal of Behaviormetrics), 10.2333/jbhmk.33.95, 33, 2, (95-107), (2006).
- A Springall, A review of multidimensional scaling, Journal of Applied Statistics, 10.1080/768370750, 5, 2, (146-192), (2006).
- David Romero, Adolfo Sánchez-Flores, Omnipotence in stretchable two-dimensional scaling, Mathematical Social Sciences, 10.1016/S0165-4896(96)00817-7, 33, 1, (1-21), (1997).
- Roose Vonk, Willem J. Heiser, Implicit Personality Theory and Social Judgment: Effects of Familiarity with a Target Person, Multivariate Behavioral Research, 10.1207/s15327906mbr2601_4, 26, 1, (69-81), (1991).
- Lee B. Lusted, Some roots of clinical decision making, A history of medical informatics, 10.1145/89482, (385-425), (1990).
- Andrew Harver, John C. Balrd, Joan F. Mcgovern, J. Andrew Daubenspeck, Grouping and multidimensional organization of respiratory sensations, Perception & Psychophysics, 10.3758/BF03206297, 44, 3, (285-292), (1988).
- Robert MacCallum, Multidimensional Scaling, Handbook of Multivariate Experimental Psychology, 10.1007/978-1-4613-0893-5, (421-445), (1988).
- Robert T. Golembiewski, Contours in Social Change: Elemental Graphics and a Surrogate Variable for Gamma Change, Academy of Management Review, 10.5465/amr.1986.4306218, 11, 3, (550-566), (1986).
- J. Robert Beck, A multivariate approach to laboratory practice, Journal of Medical Systems, 10.1007/BF02222466, 4, 2, (237-252), (1980).
- J. Robert Beck, Howard M. Rawnsley, A multivariate data reduction system, Journal of Medical Systems, 10.1007/BF02222317, 2, 2, (171-180), (1978).
- Jill N. Nagy, John C. Baird, Children as Environmental Planners, Children and the Environment, 10.1007/978-1-4684-3405-7, (259-294), (1978).
- Reginald G. Golledge, Multidimensional Analysis in the Study of Environmental Behavior and Environmental Design, Human Behavior and Environment, 10.1007/978-1-4684-0808-9, (1-42), (1977).
- John C. Baird, Stephen M. Weissmann, Gregory McHugo, Perception of psychophysical experiments, Psychological Research, 10.1007/BF00308931, 39, 4, (311-323), (1977).
- Ricardo Dobson, Towards the analysis of attitudinal and behavioral responses to transportation system characteristics, Transportation, 10.1007/BF00153579, 4, 3, (267-290), (1975).
- George Wolford, Samuel Hollingsworth, Evidence that short-term memory is not the limiting factor in the tachistoscopic full-report procedure, Memory & Cognition, 10.3758/BF03198158, 2, 4, (796-800), (1974).
- Ricardo Dobson, Thomas F. Golob, Richard L. Gustafson, Multidimensional scaling of consumer preferences for a public transportation system: An application of two approaches, Socio-Economic Planning Sciences, 10.1016/0038-0121(74)90027-5, 8, 1, (23-36), (1974).
- Phipps Arabie, Scott A. Boorman, Multidimensional scaling of measures of distance between partitions, Journal of Mathematical Psychology, 10.1016/0022-2496(73)90012-6, 10, 2, (148-203), (1973).
- Ulf Lundberg, Gösta Ekman, Subjective geographic distance: A multidimensional comparison, Psychometrika, 10.1007/BF02291179, 38, 1, (113-122), (1973).
- IAN SPENCE, JOHN C. OGILVIE, A TABLE OF EXPECTED STRESS VALUES FOR RANDOM RANKINGS IN NONMETRIC MULTIDIMENSIONAL SCALING, Multivariate Behavioral Research, 10.1207/s15327906mbr0804_8, 8, 4, (511-517), (1973).
- Ian Spence, A monte carlo evaluation of three nonmetric multidimensional scaling algorithms, Psychometrika, 10.1007/BF02291222, 37, 4, (461-486), (1972).
- Peter H. Schönemann, Robert M. Carroll, Fitting one matrix to another under choice of a central dilation and a rigid motion, Psychometrika, 10.1007/BF02291266, 35, 2, (245-255), (1970).
- William C. Rankin, Robert P. Markley, Selby H. Evans, Pythagorean distance and the judged similarity of schematic stimuli, Perception & Psychophysics, 10.3758/BF03210143, 7, 2, (103-107), (1970).
- Forrest W. Young, Nonmetric multidimensional scaling: Recovery of metric information, Psychometrika, 10.1007/BF02291820, 35, 4, (455-473), (1970).
- R.M. Fenker, Jr., D.R. Brown, PATTERN PERCEPTION, CONCEPTUAL SPACES, AND DIMENSIONAL LIMITATIONS ON INFORMATION PROCESSING, Multivariate Behavioral Research, 10.1207/s15327906mbr0403_1, 4, 3, (257-271), (1969).
- Victor E. McGee, Multidimensional Scaling Of N Sets Of Similarity Measures: A Nonmetric Individual Differences Approach, Multivariate Behavioral Research, 10.1207/s15327906mbr0302_7, 3, 2, (233-248), (1968).




