[Rasch] Unidimensionality

Stephen Humphry stephen.humphry at uwa.edu.au
Tue May 13 17:28:30 EST 2008


 
Andrew, thanks for the information about that work on multidimensional
scaling, that is interesting.
 
On the second sense of 'multidimensional', which as you rightly say relates
to a kind of decomposition of dimensions into others, you mention force and
electrical resistance. I would recommend to anyone who is dubious about the
relevance of the anlogy in physics to take even a cursory look at the
expression of electrical resistance, conductance, pressure and so forth in
terms of base SI units. See the last column in Table 3 at the following link
http://physics.nist.gov/cuu/Units/units.html
<blocked::http://physics.nist.gov/cuu/Units/units.html> 
 
Each base unit is a unit of a different dimension; i.e. kind of quantity.
Even from a cursoy look it should be evident that dimensions like electrical
resistance can be expressed in terms of a number of physical dimensions
(length, mass, time etc), each of which has a SI base unit.
 
The expressions of dimensions in terms of others are not literally
algebraic, as aptly pointed out by Emerson (2008). It's possible to express
a large number (approx 100) of derived units in common use, in terms of just
seven base units, because "some physical measures are related to others by
laws" (Krantz et al, 1971, p. 455). Somtimes one dimension is related to two
others simply by definition, as in the case of density in terms of volume
and mass.
 
The nature of the relationships is important, however, whether the
relationships are commonly called laws or definitions.
 
As Andrew says (or at least I take him to be saying), without the
substantive theories regarding dimensions and their relationships, there is
no firm basis for claiming traits are 'multidimensional' in either sense in
psychology, education and so on. And as I said, in my view it is not even
clear in what sense the term is being used.
 
Steve
 
 
Dr Stephen Humphry
Graduate School of Education
University of Western Australia
35 Stirling Highway
CRAWLEY  WA  6009
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P: (08) 6488 7008
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From: rasch-bounces at acer.edu.au [mailto:rasch-bounces at acer.edu.au] On Behalf
Of Andrew Kyngdon
Sent: Tuesday, 13 May 2008 12:05 AM
To: rasch at acer.edu.au
Subject: [Rasch] Unidimensionality



 

To claim that ability or mental attributes are 'multidimensional'
potentially confuses the geometric representation of correlations with the
idea of an actual mental or psychological "space" in which things and
phenomena genuinely exist statically and/or dynamically. Physical pace is
actually three-dimensional, but nothing else has been shown to be actually
multidimensional in this sense.Otherwise, multidimensional might simply mean
test results depend on more than one attribute, each of which could in
principle be measured independently, with relationships contingent on other
factors. In the latter sense, most dimensions in physics could be called
'multidimensional'. The mass of an object depends on its volume and density,
but that doesn't mean it can't be measured.

 

Well done Steve, you hit the nail right on the head here. There exists
endemic confusion in the behavioural sciences as to what
"multidimensionality" is, and you correctly state that the term can be used
to describe different kinds of structures.

 

In the case of multidimensional scaling, psychological attributes are
assumed to be multidimensional metric spaces, in that the distance between
any two points in multidimensional space is positive, symmetric and
satisfies the triangle inequality (Beals, Krantz & Tversky, 1968).
Dissimilarities judgments often fail the triangle inequality (Tversky &
Gati, 1982) so it is unwise merely to assume that psychological attributes
form metric spaces. Also, when the Minkowski R metric (or "power" metric) is
used, the properties of interdimensional additivity and intradimensional
subtractivity often fail when more than just one dimension is involved
(Michell, 1990).

 

In physics and in polynomial conjoint measurement theory more generally,
single quantities can be decomposed into many other variables. Examples in
physics are density, force, and electrical resistance; and possible examples
in psychology are Hull's (1952) and Spence's (1956) theories of response
strength. Indeed, most quantities in physics are compositions of other
variables, yet they nonetheless are "unidimensional" and measureable.
Krantz, Luce, Suppes & Tversky (1971) detail several kinds of composition
rules, their attendant cancellation conditions and proofs.

 

However, as you imply, most behavioural scientists aren't this specific in
their understanding of "multidimensionality". Most prefer to entertain an
informal understanding and for guidance will solely rely on the results of
applying a "multidimensional" model to their data. Until they start
developing substantive theories of sufficient depth, there will be no firm
bases for claiming that this or that psychological system is
multidimensional.

 

Cheers,

 

Andrew

 

 

Andrew Kyngdon, PhD

Senior Research Scientist

MetaMetrics, Inc.

1000 Park Forty Plaza Drive

Durham NC 27713 USA

Tel. 1 919 354 3473

Fax. 1 919 547 3401

MetaMetrics' 2008 Lexile National Conference & Quantile Symposium
Successful Teachers, Successful Students
June 16-19  |  San Antonio Marriott Rivercenter
 <http://www.lexile.com/conference2008> www.lexile.com/conference2008

 

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