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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Lines, Shapes, and Meaning</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Barbara TVERSKY</string-name>
          <email>btversky@stanford.edu</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Columbia Teachers College and Stanford University</institution>
        </aff>
      </contrib-group>
      <fpage>41</fpage>
      <lpage>45</lpage>
      <abstract>
        <p>Lines are mysterious. They are drawn by the hand, they are seen by the eye, they appear in the world. Lines are what the hands draw, what the eyes see, and what the page represents. Lines form forms. Simple regular visual/spatial forms like dots, lines, and containers, have meanings that are readily apparent in context. They are used in the service of clear communication, to self and others, notably in diagrams and gesture. They are used to organize, indeed to diagram, the world. Other, messy sketchy lines are used for exploration and discovery.</p>
      </abstract>
      <kwd-group>
        <kwd />
        <kwd>diagrams</kwd>
        <kwd>sketches</kwd>
        <kwd>visual communication</kwd>
        <kwd>cognitive artifacts</kwd>
        <kwd>abstraction</kwd>
        <kwd>creativity</kwd>
        <kwd>design</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>The eye generates them by connecting the dots, creating the continuous contours
that allow us to discern objects in the camouflage of shadows and occlusion. The
natural world provides them, the plane of the earth as it meets the sky and the
perpendiculars of the things that grow from it. The hand draws them on paper and in
the air to represent other things, concrete and abstract. The designer constructs them,
connecting buildings and towns along streets, books and dishes on shelves. We travel
on them as we go from place to place. Are all these lines, real or virtual, in the world or
in the mind, connected?</p>
    </sec>
    <sec id="sec-2">
      <title>Creating Meaning: Orderly Lines</title>
      <p>Lines on paper. Let’s begin with the abstract, with lines that represent, lines that
flow from the pen held by the hand. The simplest line is just a dot, a point, hardly there
at all. Next, a line, a point extended in one dimension. After that, lines with bends and
turns, zig-zags and swirls, arrows and writing. Lines that catch their tails, that close,
form shapes, simple forms like circles and squares and more complex forms like
contours of animals or trees. Lines create meaning by creating recognizable forms like
ducks and rabbits, wives and mothers-in-law. They also create meaning by forming
shadows, words, sketches, and diagrams.</p>
      <p>Diagrams are constructed from lines. Typically, diagrams are meant to simplify a
more complex state of affairs to inform or influence or instruct. A frequent kind of
diagram is based in forms that bear physical resemblance to what they are intended to
represent. Maps are a prototype for this kind of diagram, but also other diagrams, for
example, those designed to show the crucial parts of the heart or an engine, to show
how the heart pumps or an engine works, to show how to assemble a heart or an engine.
Yet, such depictions in diagrams are not typically designed to be realistic renderings
but rather diagrammatic renderings; that is, they may omit or exaggerate or reorganize
physical appearance and structure, and they may add information, verbal, symbolic,
and visual in the service of informing or instructing. Part of what makes them diagrams
and not simple depictions is the addition of simple forms, notably, dots, lines, and
arrows that organize, label, integrate, explain, extend, and otherwise add to the
depictive information about appearances of parts and wholes. Other frequent kinds of
diagrams, notably charts and graphs, don’t generally bear physical similarities to what
they are meant to represent, relying primarily on simple visual forms and spatial
relations, and of course language and symbols, to show data and relationships.</p>
      <p>
        Commonly, these simple visual forms, dots, lines, and blobs, and spatial relations,
center, up/down, left/right, carry meanings that are readily understood in context. The
meanings seem to derive from their geometric and gestalt properties
        <xref ref-type="bibr" rid="ref15 ref16 ref6">(e. g., Tversky,
2011 a, b)</xref>
        . Consider networks, arguably the simplest diagram, in its most rudimentary
form, two dots and a line. Networks are constructed from dots and lines; the dots are
nodes, the lines, edges. Abstractly, the dots are idea or entities, the lines, the relations
between them. Variations of networks are used to represent myriad concepts: the
network of roads on the ground, or airline routes in the air, of computers on the net, of
concepts in a semantic net. Varieties of networks can represent the phylogenetic tree, a
family tree, a corporate organization, a set of social connections, the transmission of
ideas over time, data points along a dimension. What is shared is that the nodes
represent entities and the lines represent the links among them. Why are dots
understood as concepts, places, people, computers, roles, functions and more and lines
understood as relations among them? River boat navigators who do not read and have
not seen maps when asked to sketch a map of their travels draw settlements on the river
as dots and the river routes that connect them as lines, pearls on a string
        <xref ref-type="bibr" rid="ref22">(Woodward
and Lewis, 1998)</xref>
        , just as typical sketch maps
        <xref ref-type="bibr" rid="ref19">(e.g., Tversky and Lee, 1998; 1999)</xref>
        .
Notably, the links form straight lines, despite the geographic irregularities of the river
and the dots are the same size despite variations in size and extent. That information,
the exact forms of the river and the communities, is not relevant for showing the route.
What matters is the ordering and connection of the locations. For these ends, the
communities are conceived of as points of zero dimensionality, the river as a line of a
single dimension. Language (at least English) makes a similar distinction
        <xref ref-type="bibr" rid="ref14">(Talmy,
1983)</xref>
        : the journey began at the Capitol and continued to the White House; any two
locations could be substituted for those venerable ones.
      </p>
      <p>
        Journeys can be one-way, relationships can be asymmetric. For that, asymmetric
lines are needed, and arrows serve that need nicely. Arrows are asymmetric lines, and
have a basis in the experienced world: arrows shot from a bow fly in the direction
indicated; arrows form in the mud in the direction of erosion. Arrows change the
meaning of lines. When asked to describe a diagram of a mechanical system without
arrows, people give structural descriptions; they list the parts and their spatial relations.
When asked to describe a diagram of the same systems with arrows, people provide
functional descriptions; they give a step-by-step description of behavior, process,
causality of the system
        <xref ref-type="bibr" rid="ref3">(Heiser and Tversky, 2006)</xref>
        .
      </p>
      <p>
        Often a broader perspective is needed, two dimensions, not a single one. Not at or
to, but in. Not simple dots, but containers. The cells of tables or the bars in graphs or
circles on graphs or maps contain and represent many entities, those that hold the
properties defined by the cells: the cars manufactured in India in 1998, the number of
spectators at soccer games in Brazil in 2004. The variations that characterize each of
the cars and each of the spectators is irrelevant; all that matters is their numbers;
similarly, their exact locations and the exact time of the year are irrelevant. They are
represented as featureless numbers by simple containers, cells, bars, and circles. This
third distinction, container, is also made in language, signified by the preposition in
        <xref ref-type="bibr" rid="ref14">(Talmy, 1983)</xref>
        .
      </p>
      <p>
        Why these regular, almost perfect forms; why not blobs of uncertain shape? After
all, we don’t know the exact shapes, so why is a perfect idealized shape used to
represent a shape that might actually be known? Just as “red” represents a range of
shades of red including magenta whereas “magenta” is a more specific shade of red, a
purplish red
        <xref ref-type="bibr" rid="ref8">(e. g., Rosch, 1978)</xref>
        and “noon” represents a range of times from about
11:50 to 12:15 whereas 12:02 is a specific minute—but not a specific second within
that minute—circles and rectangles and squares represent a range of shapes. Just as red
and noon are prototypic linguistic categories that contain and represent a set of values,
dots, circles, and lines are prototypic spatial categories that contain and represent a set
of values. Just as on average, the myriad shades of red contained in the category would
average to the prototypic red, the myriad shapes that are contained in the visual
categories points, lines, and containers would average to the prototypic values.
      </p>
      <p>
        Again like linguistic categories, these spatial categories allow inferences, and the
convergences of those inferences are evidence for their meanings, converging with
their geometric and gestalt properties. People interpret bars in graphs as discrete
comparisons, lines as trends; similarly, they produce bars to represent discrete
comparisons and lines to represent trends
        <xref ref-type="bibr" rid="ref20 ref23">(Zacks and Tversky, 1999)</xref>
        . People invent
boxes to represent categorical relations and lines of various thicknesses to represent
continuous ones; their inferences follow the same patterns
        <xref ref-type="bibr" rid="ref17">(Tversky, Corter, Yu, Mason,
and Nickerson, 2012)</xref>
        . Graphs of people, place, and time that connect the people with
lines encourage inferences about movement of people in time whereas tables of the
same information encourage a broader range and number of inferences
        <xref ref-type="bibr" rid="ref15 ref16 ref6">(Kessell and
Tversky, 2011)</xref>
        .
      </p>
      <p>Diagrams, maps, charts, and graphs select relevant information and omit irrelevant
information. They may exaggerate, even distort, the relevant information for emphasis,
for readability. Overall, their goal is clear and unambiguous communication. These
simple spatial forms, and others like them, are their units of meaning, like morphemes,
of a visual/spatial vocabulary for communication. They can be combined
systematically, like rules of syntax, to form genres of diagrams, sketch maps, circuit
diagrams, architectural plans.</p>
    </sec>
    <sec id="sec-3">
      <title>Finding Meaning: Messy Lines</title>
      <p>
        Sketches are a very different case of lines on paper. They use lines, the lines may form
shapes, but they are typically uncertain, tentative, unclear. They represent ideas, but
amorphous ideas, ideas that are not yet fully formed. Their very lack of certainty
creates ambiguity, allowing many interpretations, not a single clear one. Perhaps for
that reason, messy lines in sketches encourage exploration and discovery, they promote
new ideas. Messy sketches are used productively by artists, designers, and architects,
especially experienced ones, to explore a domain with impunity, and to generate new
ideas
        <xref ref-type="bibr" rid="ref1 ref10 ref11 ref11 ref12 ref13 ref13 ref18 ref9">(Goldschmidt, 1994; Kantrowitz, in preparation; Schon, 1983; Suwa and Tversky,
1996; Suwa and Tversky, 2001; Suwa and Tversky, 2003; Suwa, Tversky, Gero, and
Purcell, 2001; Tversky and Chou, 2010, Tversky and Suwa, 2008)</xref>
        . Experienced
architects, artists, and designers use their sketches in deliberate ways to get new ideas,
a process we have called Constructive Perception
        <xref ref-type="bibr" rid="ref12">(Suwa and Tversky, 2003; Tversky
and Suwa, 2008)</xref>
        . One common strategy adopted by experienced architects and
designers is to deliberately reconfigure their sketches, to reorganize the parts and
wholes. The reconfigured perceptual array suggests new objects, encourages new
interpretations, even ah-ha experiences. Reconfiguration is one of several strategies that
promote constructive perception in the service of new ideas. Interspersing other tasks
that expose thinkers to other perceptual and conceptual ideas help
        <xref ref-type="bibr" rid="ref18">(Tversky and Chou,
2010)</xref>
        . Prompted hints help, especially top-down hints, thinking of other domains
(Tversky and Chou, in progress). Talent helps, two talents actually, a perceptual talent,
measured by the ability to see elemental complex figures embedded in more complex
ones
        <xref ref-type="bibr" rid="ref2">(Gottschaldt, 1926)</xref>
        and a cognitive talent, the ability to make remote associations
among ideas
        <xref ref-type="bibr" rid="ref7">(Mednick and Mednick, 1967)</xref>
        <xref ref-type="bibr" rid="ref12">(Suwa and Tversky, 2003)</xref>
        . These talents
capture the two aspects of constructive perception, perceptual reconfiguration and
conceptual interpretations.
      </p>
      <p>Now the caveats. Of course, messy lines aren’t always ambiguous, and ambiguity isn’t
always productive. Similarly, orderly lines do not always convey a clear message.</p>
    </sec>
    <sec id="sec-4">
      <title>Lines in the World, Lines in the Brain, Lines on the Page</title>
      <p>Lines are what the hand draws and what the eye sees, a magical convergence. The
world on the retina is pixels, dots, representing light of varying brightness and hue. The
brain connects the dots, forming lines and shapes that constitute the uncountable
number of things we recognize. Designers sketch lines, first messy tentative ones that
allow interpretation and reinterpretation, evolving into orderly forceful lines that can
convey myriad ideas with clarity.</p>
      <p>Acknowledgements. The following grants facilitated the research and/or preparation
of the manuscript: National Science Foundation HHC 0905417, IIS-0725223,
IIS0855995, and REC 0440103, the Stanford Regional Visualization and Analysis Center,
and Office of Naval Research NOOO14-PP-1-O649, N000140110717, and
N000140210534.</p>
    </sec>
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