Upload
rlayi1980
View
219
Download
0
Embed Size (px)
Citation preview
8/3/2019 Rethinking Understanding FATHULLA
1/16
Rethinking our understanding of diagrams
KAMARAN FATHULLA
Abstract
The role and value of diagrams in advancing human knowledge throughout
history is evident in the literature. However, persistent evidence from the re-
search and practitioner communities from across a range of disciplines points
to difculties and problems with understanding and using diagrams. Whether
it is at the application level or as an abstract denition, our existing frame-
works for understanding diagrams reduce the full meaning of diagrams to a
single perspective or emphasis. This paper advocates placing multi-aspectual
human functioning in a central role in the development of an enriched meta-
approach to understanding diagrams. Two such aspects, namely, the spatial
and symbolic, are essential to the understanding of diagrams across applica-
tions. The philosophical underpinnings and practical contributions of this ap-
proach to dealing with long standing problems of diagrams are discussed.
Keywords: symbolic (Sy); spatial (Sp); mapping (M); redundant Sp; main
SySpM
1. Introduction
Understanding diagrams plays an important role in our sense making of the
world and solving problems. Almost every discipline or study makes use of
diagrams and other forms of visual aids (Novick and Hurley 2001; Vekiri
2002; Pisan 1995). Ambrose et al. (1999) investigated difculties students
have with physics diagrams and found that, although some of the difculty
may be attributed to lack of understanding of subject matter, a signicant pro-
portion of the problems were to do with how students interpret diagrammatic
formalisms. A recent study by Ornek, Robinson, and Haugan (2008) attributes
the difculties to the different graphical representations students have to dealwith, and, furthermore, the need to convert from one representation to another.
8/3/2019 Rethinking Understanding FATHULLA
2/16
124 K. Fathulla
Scaife and Rogers (1996) argue that, despite the vast body of empirical studies
in the eld, little is known about why and how graphics facilitate learning. The
authors found many shortcomings in empirical studies on graphical representa-
tion, such as assumptions merely based on intuition, lack of integration oftheoretical concepts, and non-systematic analyses. Uesaka, Manalo, and Ichi-
kawa (2007) argue that despite the uses of diagrams in solving math problems,
research and educational practice reports indicate that students lack spontane-
ity in their use of diagrams. Diezmann (2000) and Paquette et al. (2006) report
that generating an appropriate diagram is problematic for many students. They
explored primary-aged students difculties in generating diagrams for novel
problems. Their results suggest that there is a need for a methodology in the
use of diagrams. The specic areas of concern related to the ambiguity of dia-
grams and their dynamic features. Ambiguity is often related to the potential of
one spatial feature being used to express a number of different semantics. A
report by The Royal Statistical Society expressed concern at the extremely
poor quality of graphs and diagrams submitted in recent years by candidates at
all levels of the Societys examinations (Oliver 1998). Anastopoulou, Sharples,
and Baber (2003) point to dynamics of diagramming as yet another source of
confusion and difculty for students. Problems with understanding UML dia-
grams have been discussed in Evans (1998) and Li, Hosking, and Grundy (2007).
2. Existingwaysofunderstandingdiagrams
Two inuential approaches dominate the underlying thinking behind many of
the existing frameworks of understanding diagrams, and are summarized in
Table 1.
These two approaches have inuenced many lines of inquiry into the area of
diagrams and their understanding in a fundamental way. They polarize the
nature of the topic. Examples of these poles include internal versus external
debate, abstract versus application, etc. Whatever the nature of the poles may
be, the overriding assumptions are that diagrams are understood in terms ofone single perspective, as shown in Table 2.
There is emerging dissatisfaction with the potential of these ways of under-
standing diagrams (Norman 2000; Kupla 2003; see Bresciani and Eppler in a
Table 1. Inuential frameworks of understanding diagrams
Source Emphasis
Peirce (CP), semiotics What we do with diagramsBertin (1983), semiology of graphics Structure of diagrams
8/3/2019 Rethinking Understanding FATHULLA
3/16
Rethinking our understanding of diagrams 125
managerial context). Bishop (1994) argues that the centuries-held assumption
that a drawing is a drawing is a drawing is progressively shown to be invalid.Horn (2001) claims that our current ways of understanding diagrams is one of
confusion.
This paper responds to these calls and advocates a rethinking of our under-
standing of diagrams and proposes a way that runs parallelwith rather than
opposing existing frameworks, but has distinctly different philosophically-
guided underpinnings.
3. Towardsarethinking
The main feature of existing ways of understanding diagrams is to either de-
tach the diagram from its human creator and treat it in purely spatial or graph-
ical terms or reduce the diagram to a property of human cognition. This later
approach ignores the spatial aspect of diagrams. However, there are many
examples that call for the need to think of diagrams in a more integrated way,
i.e., combining spatial and cognitive aspects.
A number of quotes from practitioners in the eld illustrate the point. The
way people use diagrams, irrespective of the application, has been eloquentlydescribed by J. D. Watson, co-discoverer of the structure of DNA and Nobel
prize winner in 1968: drawing and thinking are frequently so simultaneous
that the graphic image appears almost an organic extension of the thinking
process. In Gombrichs discussion of Leonardos creative process, he sug-
gested that: in searching for a new solution Leonardo projected new mean-
ings into the forms he saw in his old discarded Sketches (1966). Similarly, the
famous American architect Daniel H. Burnham says: . . . a noble, logical dia-
gram once recorded will not die, but long after we are gone be a living thing,
asserting itself with ever-growing insistence (quoted in Moore 1921). Simi-larly, Braham (2000) talks about the suffering of diagrams in the context of
Table 2. Poles of the debate
View of diagrams Nature of reduction
Internal
(Human centered)
Cognitive, or
Sensory (visual), or
Psychological, or
Linguistic
External/Abstract Spatial, or
Graphical
Application This can be any single perspective depending on the nature of the
application
8/3/2019 Rethinking Understanding FATHULLA
4/16
126 K. Fathulla
architecture. This characteristic of diagrams calls for the need for a more
human element in our understanding of diagrams.
The message conveyed by these quotes highlights a softer, human friendly,
side to diagrams as well as their traditional spatial characteristics. It is essentialthat both sides are treated equally and simultaneously for the appreciation and
a good understanding of the full meaning and purpose of diagrams. This type
of understanding requires a radical shift in traditional approaches that are
mainly reductionist in nature and assume a single perspective of what consti-
tutes diagrams. This paper presents one such non-reductionist approach, the
foundations of which are centered on the notion of Aspects.
4. Aspect(s)ledrethink
The dening nature of this approach is underpinned in the notion of aspect,
which is part of Herman Dooyeweerds (1955) philosophical framework. An
aspect is a sphere or modality of meaning within which things, including
diagrams, are meaningful. Aspectual philosophy stipulates that nothing can be
of one aspect alone. This central element of the philosophy forms the corner-
stone from which, in this paper, a proposal for a better understanding of dia-
grams is outlined.
Each aspect has a distinct set of laws that guide and enable functioning.
All 15 aspects, shown in Table 3, together constitute a framework which
Dooyeweerd called the law side of created reality. This is a framework that
enables everything to exist and be. The aspects are what explain the diversity
and coherence of everyday experience. Therefore, each aspect provides us
with a distinct way in which things have become meaningful or make sense.
The philosophical foundations of the notion of aspecthave a number of
distinct features that will inform the vision pursued in this paper:
emphasis on (human) functioning rather than on entities: We function
according to laws that are both determinative and normative. irreducibility of aspects: Aspects are fundamentally irreducible. This
means that no aspect can be derived from another, and that each aspect
must be given proper respect in a situation.
sphere universality : that these aspects, though irreducible, are nevertheless
closely intertwined, such that in each there are echoes of each of the others.
dependency among aspects: The aspects form a sequence, in which the
laws of an aspect depend on those of earlier aspects for their proper func-
tioning, even though they may not be reduced to them.
the notion of a qualifying aspect: That (almost) all human activities, and(almost) all entities are qualied by one aspect, even though the function-
8/3/2019 Rethinking Understanding FATHULLA
5/16
Rethinking our understanding of diagrams 127
ing involved in the activity is in fact multi-aspectual. It is the qualifying
aspect that gives an activity or entity its primary meaning, and also pro-
vides the most useful criterion for evaluating whether the activity or entity
is good or impaired.
The notion of enkapsis: What we experience as an entity is often, in fact,
an enkaptic intertwinement of several distinct entities, each of which is
qualied by a different aspect. Enkapsis speaks of what individuality struc-
tures are necessary to the proper understanding of an enkaptic structural
whole, rather than what individuality structures could be part of it in var-ious circumstances.
diagrams and aspects: The notion of qualifying aspects allows us to distin-
guish diagrams from other types of graphical material, such as paintings or
decoration. Both diagrams and paintings are founded in the spatial aspect
(although one might argue that, where color is important, the sensitive as-
pect is also important). But diagrams are qualied by the lingual aspect of
symbolic meaning and communication, while paintings and decoration, on
the other hand, are often qualied by the aesthetic aspect.
The notions ofsphere universality and irreducibility of aspects also inu-ence the proposed approach because it means that the spatial and lingual
Table 3. The fteen aspects and diagrams
Aspect Relevance to diagrams
Numeric Concerned with the number of shapes, etc.
Spatial Concerned with things like shapes in the diagram, spatial arrangement,
connectivity, etc.
Kinematic This concerns the activity of diagramming itself when conveying symbolic
meaning
Physical This concerns the specic physical medium or substrate used to display the
diagram
Biotic This aspect concerns life functions that are a necessary precondition for the
sensory and nervous systems to function well enough for diagram creation or
reading.
Sensitive This concerns perceiving color, texture, etc., and also emotions
Analytic This aspect concerns the activity of distinguishing what is meaningful in a diagram
from its background
Formative The laws of this aspect govern the creation or formation of the symbol structure
being expressed, and also of the method by which a drawing is composed
Symbolic This concerns conveyance of meaning
Social This concerns social impact and norms used when diagramming
Economic This concerns the cost of producing the diagram
Aesthetic This concerns how well a diagram is presented
Juridical This concerns issues such as copyright
Ethical Diagrams should not be offensive
8/3/2019 Rethinking Understanding FATHULLA
6/16
128 K. Fathulla
aspects of a diagram must be considered separately and yet in relation to each
other. In this context, separately means:
Phenomena of each aspect must be recognized in terms of the aspect and
not subsumed by the other.
Appropriate recognition must be given to the distinct laws of each aspect.
The terminology used for phenomena must, as far as possible, avoid meta-
phor and be that which is appropriate to the aspect. For example, in a box
and arrows diagram, we should use the term item when speaking from
the point of view of the lingual individuality structure and the term box
(or, better, rectangle although it is often a different shape) when speak-
ing from the point of view of the spatial individuality structure.
Although all fteen aspects are important when discussing diagrams, neverthe-less, some of them only come to the forefront only when diagrams are in use
through some human application. However, only two aspects pertain to dia-
grams in themselves regardless of use or context: the symbolic and spatial.
These two aspects are brought together through the notion of enkapsis.
Enkapsis provides precision in our understanding of the nature of diagrams.
Namely, a diagram, as an enkaptic structural whole, comprises two individual-
ity structures, both of which are necessary for a proper understanding of a dia-
gram as a:
Spatially qualied structure, which is subject to the laws of the spatial
aspect, and in which we recognize spatial shapes, arrangements, and
relationships;
Symbolically qualied structure, which is subject to the laws of the lingual
aspect, and in which we recognize symbolic objects such as items, relation-
ships, numbers, etc., and the relationships between them, and we must take
account of their use for purposes of symbolic meaning, which includes
both communication and stimulation of thinking.
The identication of these two aspects is not made on an ad hoc basis but ratheraccording to principled reasoning:
1. They conform to our intuitive understanding of diagrams, i.e., spatial
marks used to convey some meaning.
2. They resonate with what we discussed in the above mentioned quotes. The
symbolic/lingual aspect accommodates the human friendly or soft ele-
ments of diagrams while the spatial aspect covers the traditional view of
diagrams.
3. Their selection is philosophically underpinned.
In the following section, the integration of these two aspects is elaborated.
8/3/2019 Rethinking Understanding FATHULLA
7/16
Rethinking our understanding of diagrams 129
5. TheSySpMframework
Full discussion of this framework and its contributions is beyond the scope of
this paper and can be found in Fathulla (2006). Here we briey introduce themost important elements of the framework. The central thrust of this frame-
work is: separating Symbolic from Spatial but allowing for their Mapping
(SySpM). The framework is based on the notion that Sy is distinct and separate
from Sp and is irreducible to it. From this framework individual SySpMs
could be constructed. The term SySpM is used to denote a distinct (particular)
collection of Sy and a distinct collection of Sp and a distinct Mapping between
the two. Synonymous with this term are drawing styles or types of diagrams.
We grouped the Sy and Sp terms into primary and secondary lists. The former
includes Sy and Sp terms that are used in the simplest or basic form of the
SySpM. This category of Sy and Sp is also in all instances of diagrams of the
relevant SySpM. The latter includes terms that are used in complex diagrams
of the relevant SySpM and it also includes things that have to do with the rela-
tionships or interaction between the various Sy things of the relevant SySpM.
Development of each SySpM also includes list of Sp things that do not map
onto any Sy known as redundant Sp things. These could then become available
for other SySpMs to use to give mixed diagrams, list of constraints and why
they occur, and list of events or changes relevant to the SySpM under consid-
eration. Special features of a SySpM use redundant Sp features to bring in
secondary Sp features rather than another SySpM as mixed diagrams. An ex-
ample of this in a box and arrows SySpM is when lines are allowed to cross
other lines. This happens when one line is given a kink or a gap to indicate
clearly that one is passing over or under the other rather than connecting to it,
e.g., electronic circuits. Subtypes are diagrams in which the original and sim-
ple SySpM is constrained/complicated because of specic needs usually asso-
ciated with a type of application. This is achieved by bringing in an extra Sy
constraint that, owing to Mapping, also gives a different Sp feel to the diagram.
There are at least three different ways of Sy subtypes in a box and arrows
SySpM: networks, lists, and trees. For each SySpM there might be specialcases that do not t well. Many spatial applications involve several of such
special cases such as holes, discontinuities, and other irregularities. We need to
identify these and explain the problems they give, that is, what constraints they
break, either spatial (as here) or symbolic.
A SySpM could contain features that are outside the range of its base sym-
bolic types. This recognizes that each SySpM will be able to express only a
subset of the symbol level, not all of it. To express the whole wide range of
things at the Sy level requires several different SySpMs. Within this context,
two types of mixedness are identied. One is when several SySpMs are pres-ent in a diagram but none dominates the overall meaning of the diagram. An
8/3/2019 Rethinking Understanding FATHULLA
8/16
130 K. Fathulla
Table 4. Types of diagrams generated from the SySpM framework
The SySpM Mapping
Boxes and Arrows Item mapped onto box, relationship
mapped onto arrow
Communicating Similarity A collection of items mapped onto a
collection of shapes
Map of Objects Item location mapped onto icon
position
Set Membership A shape inside a loop mapped onto
member of a set
Bar Charts Magnitude mapped onto length of a
bar
Route Maps Route mapped onto curvilinear line
Contour Maps The set of location with the same
quantitative value mapped onto
closed continuous curve
Surface Coverage Region mapped onto area
example of this is the Napoleons march on Moscow diagram shown below.
This type of mixedness is referred to as True mixed diagrams. The other type
is referred to as Augmented diagrams. This type of mixedness has one
SySpM occupying a primary importance while other SySpMs are added in
and have secondary importance. This type of mixedness occurs when redun-dant Sp features of a SySpM are used to bring in Sy from other SySpMs. For
8/3/2019 Rethinking Understanding FATHULLA
9/16
Rethinking our understanding of diagrams 131
example, in a Box and Arrows SySpM thickness of lines could be used to bring
in quantitative value from Bar Chart SySpM.
6. Thegenerativecontributionoftheframework
The SySpM framework is a way of understanding diagrams that can be used to
generate types of diagrams. In Fathulla (2006), eight such types or SySpMs
were developed namely:
1. Boxes and Arrows
2. Communicating Similarity
3. Map of Objects
4. Set Membership5. Bar Charts
6. Route Maps
7. Contour Maps
8. Surface Coverage
These SySpMs are not seen as a nal list but rather to demonstrate the poten-
tial of SySpM as a framework in accounting for a diverse range of types of
diagrams.
7. ApplicationoftheSySpMs
The various SySpMs have been used in the interpretation of four real world
semantically rich diagrams. The full methodology and analysis is found in
Fathulla (2006). Figure 1 shows how to apply the SySpMs to one of those
diagrams.
Table 5 shows an example of how the various SySpMs can be used in the
understanding of Minards well-known and celebrated diagram of Napoloens
march on Moscow (see Figure 2).The potential of using knowledge of the various SySpM to understand dia-
grams goes beyond the task of interpretation. A number of useful insights can
be acquired with this approach.
It becomes possible to identify possible or potential errors or confusions
with diagrams. For example, the thin vertical lines may be confused with splin-
ter or diversions because they look visually similar. However, when considered
from a Boxes and Arrows SySpM, these lines are seen as relationships between
two objects: one is temperature value and the other is size of army.
The small sideway kinks (edges), Figure 3, along the route suggest an errorof display and the need for smoothing out the edges. However, knowing that
8/3/2019 Rethinking Understanding FATHULLA
10/16
132 K. Fathulla
Figure
1.
(topleft)Aquantied
owchart;(topright)Pressure-vo
lumegraph;(bottomleft)Charles
JosephMinard(17811870),depicting
thefateofNapoleonsarmysmarchonMoscow.Source:CollectionEcoledespontsaveclacoteENPCduoudesdocuments.(bottomright)
Ordinancesurvey(OS)mapwith
OSpermission.
8/3/2019 Rethinking Understanding FATHULLA
11/16
Rethinking our understanding of diagrams 133
Table 5. SySpM analysis of the Napoleons march on Moscow (see Figure 1 [bottom left])
Diagram
feature
Description SySpM analysis
Sp SySpM Sy
1 A long straight
horizontal line
is drawn across
the entire length
of the diagram
symbolizing the
division of the
space.
Line Surface Coverage Space divider
2 A number of
vertical lines
Line Boxes and Arrows
where boxes are
nominal entities
that are important
values that should
be linked
Relationship
3 The proximity of the
end of the black
line to the start
of the textured
line is to allow
the comparison
of two extremely
different values.
Proximity of
position
Bar Chart Comparison of
quantitative
values:
422,000
with 10,000
4 Discontinuity of
textured splinter
line from its
black segment
Break or gap
between the
lines at the
start of the
campaign
(use of empty
space)
Variant of Route
Map
Location
5 Distances between
lines joining the
two spaces of
the diagram
Proximity Variant of Boxes
and Arrows
Extreme
changes in
values
6 A pair of X and Y
axis lines on the
bottom surface
of the diagram
depicting
temperature scales
Length Bar Chart sub
type in which the
orientation of the
bar chart is
turned upside
down
Comparison of
quantitative
values
7 The vertical lines
linking the retreat
path to the graph
Lines
Length of bars
Boxes and Arrows
where boxes are
nominal entities
that are important
values that should
be linked
B Ch S S M
Relationship
Discrete value
8/3/2019 Rethinking Understanding FATHULLA
12/16
134 K. Fathulla
the width of the line is Bar Chart SySpM explains the need for this feature to
help the reader interpret the distinct values along the route.
Towards the end of the campaign, the end of the advance route seems to
have shifted its position suggesting that the army jumped its position south-
ward, see Figure 4 (left panel). This hints at the possibility of an error in the
diagram around Moscow. The apparent error is explained through Route MapSySpM, which allows lines to touch each other. However, this part of the
Figure 2. Minards well-known and celebrated diagram of Napoloens march on Moscow
Figure 3. A kink pointed to by an arrow
8/3/2019 Rethinking Understanding FATHULLA
13/16
Rethinking our understanding of diagrams 135
diagram could have been improved with a better, more continuous bend
around that region, see Figure 4 (right panel).
The approach could also help with assessing the quality of diagrams. This
particular diagram has a number of good quality features. The main message of
this diagram is the disastrous fate of the army. Comparison of the thickness of
the white and black line segments (Sp) on the left hand side of the diagram
depicts the armys fate. The comparison of these two extreme magnitudes (Sy)
is expressed using Bar Chart SySpM to show two extreme magnitudes.
The good quality of the diagram also lies in the naturalness with which three
or more SySpMs work together without confusion or ambiguity because they
do so by:
Judicious use of redundant Sp features of each SySpM namely Route Map
and Bar Chart.
Splitting the diagram into two areas with Route Map and Bar Chart in oneand XY Bar Chart in the other.
Examples of this naturalness can be found in the effective linking of the upper
route of the campaign and lower XY Bar Chart using Boxes and Arrows.
Sp features are used redundantly in the same SySpM to bring in another
SySpM. This is illustrated in using the width of a line to bring in the length of
a bar in a Bar Chart SySpM to express size of the army and in using the width
of a bar, which is a redundant Sp feature, to bring in a Route Map SySpM.
8. Conclusion
This paper is a response to the persistence with which the literature cites prob-
lems with our understanding and using diagrams. Existing frameworks that
have inuenced our understanding of diagrams for much of the time are prov-
ing to be insufcient to deal with the range of diversity of diagrams and ap-
plications that make use of them. A philosophically guided framework is pro-
posed based on the notion ofaspects, which states that no entity is of a single
aspect but rather all reality, including diagrams, function with a given set ofaspects. This philosophical approach was developed to work out a richer
Figure 4. (left) The apparent jump; (right) a better rounded route
8/3/2019 Rethinking Understanding FATHULLA
14/16
136 K. Fathulla
understanding of diagrams based on symbolic and spatial aspects. The pro-
posed SySpM framework offers a richer vocabulary for discussing static and
dynamic features of diagrams across a range of applications.
References
Ambrose, B. S., P. R. L. Heron, S. Vokos, & L. C. McDermott. 1999. Student understanding of
common representations of light as an electromagnetic wave: Relating the formalism to physical
phenomena.American Journal of Physics 67(10). 891.
Anastopoulou, S., M. Sharples & C. Baber. 2003. Multimodality and learning: Linking science to
everyday activities. In C. Staphanidis & J. Jacko (eds.), Proceedings of HCI 03 conference,
Crete, June 2227, 576580. Hillsdale, NJ: Lawrence Erlbaum.
Bertin, J. 1983. Semiology of graphics. Madison: University of Wisconsin Press.
Bishop, I. 1994. The role of visual realism in communicating and understanding spatial change and
process. In A. M. MacEachren & D. R. Fraser Taylor (eds.), Visualization in modern cartogra-
phy, 6064. Pergamon.
Braham, W. 2000. After typology: The suffering of diagrams.Architectural Design 70(3). 911.
Bresciani, S. & M. J. Eppler. 2007. Usability of diagrams for group knowledge work: Toward an
analytic description. In Conference Proceedings I-KNOW 07, Graz, Austria, 416423.
Diezmann, Carmel M. 2000. The difculties students experience in generating diagrams for novel
problems. In T. Nakahara & M. Koyama (eds.), Proceedings of the twenty-fth annual con-
ference of the international group for the psychology of mathematics education, 241248.
Hiroshima.
Dooyeweered, H. 1955.A new critique of theoretical thought. Jordan Station: Paideia Press.
Evans, A. 1998. Reasoning with UML class diagrams. In Proceedings from the second IEEE
Workshop on Industrial strength Formal specication Techniques (WIFT98) 102113. Los
Alamitos: IEEE Computer Society Press.
Fathulla, K. 2006. Understanding diagrams based on symbolic and spatial mapping. Salford:
University of Salford dissertation.
Gombrich, E. H. 1966. Norm and form: Studies in the art of the Renaissance. Oxford: Phaidon
Press.
Horn, R. E. 2001. Visual language and converging technologies in the next 1015 years (and
beyond). Paper presented at the National Science Foundation Conference on Converging
Technologies (Nano-Bio-Info-Cogno) for Improving Human Performance, December 34.
Kupla, Z. 2003.From picture processing to interval diagrams. Warsaw: IFTR PAS Reports.
Li, L., John G. Hosking & John C. Grundy. 2007. EML: A tree overlay-based visual language for
business process modelling. International Conference on Enterprise Information Systems 3.
131137.
Moore, C. 1921. Closing in 19111912. InDaniel H. Burnham,architect, planner of cities, vol. 2,
1921. Boston: Houghton Mifin.
Norman, J. 2000. Differentiating diagrams: A new approach. Lecture Notes in Computer Science
1889. 105116.
Novick, L. & M. Hurley. 2001. To matrix, network, or hierarchy: That is the question. Cognitive
Psychology 42. 158216.
Oliver, F. 1998. How to present information in graphs and diagrams. London: Royal Statistical
Society.
Ornek F. William, R. Robinson & Mark P. Haugan. 2008. What makes physics difcult? Interna-
tional Journal of Environmental & Science Education 3(1). 13063065.
8/3/2019 Rethinking Understanding FATHULLA
15/16
Rethinking our understanding of diagrams 137
Paquette, G., M. Lonard, K. Lundgren-Cayrol, S. Mihaila & D. Gareau. 2006. Learning design
based on graphical knowledge-modeling.Educational Technology & Society 9(1). 97112.
Peirce, Charles S. 19311966. The collected papers of Charles S. Peirce, 8 vols., C. Hartshorne,
P. Weiss & A. W. Burks (eds.). Cambridge: Harvard University Press. [Reference to Peirces
papers will be designated CPfollowed by volume and paragraph number.]Pisan, Y. 1995. A visual routines based model of graph understanding. InProceeding of the seven-
teenth annual conference of the cognitive science society, 692697. Hillsdale, NJ: Erlbaum
Associates.
Scaife, Mike & Yvonne Rogers. 1996. External cognition: How do graphical representations
work?International Journal of Human-Computer Studies 45(2). 185213.
Uesaka, Y., E. Manalo & S. Ichikawa. 2007. What kinds of perceptions and daily learning be-
haviors promote students use of diagrams in mathematics problem solving? Learning and
Instruction 17. 322335.
Vekiri, I. 2002. What is the value of graphical displays in learning? Educational Psychology
Review 14(3). 261312.
Kamaran Fathulla (b. 1961) is a senior lecturer at the University of Northampton . His research interests include understanding diagrams and philoso-
phy. His publications include Frameworks for understanding diagrams: Enriching the debate
(with A. Basden, 2007); Symbolic, spatial, mapping (SySpM): A framework for interpreting
maps (with A. Basden, 2008); Understanding diagrams: A pointer to the development of
diagramming software (2008); and A framework for understanding diagrams in education
(with F. Hameed, 2009).
8/3/2019 Rethinking Understanding FATHULLA
16/16
Copyright of Semiotica is the property of De Gruyter and its content may not be copied or emailed to multiple
sites or posted to a listserv without the copyright holder's express written permission. However, users may print,
download, or email articles for individual use.