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Approaches to Visualization in Cartography
Following publication of the McCormick report on visualization in scientific computing, several cartographers took up the challenge of trying to grapple with the cartographic implications of this new (or renewed) reliance on visual representation in science. DiBiase (1990) borrowed from the exploratory data analysis literature of statistics to propose a model of stages in map-based scientific visualization applied to the earth sciences (Figure 1: DiBiase's (1990) model of the role of maps in scientific visualization.). This model focused on the need for cartographers to direct attention to the role of maps at the early (private) stages of scientific research where maps and map-based tools are used to facilitate data sifting and exploration of extremely large data sets.
MacEachren and Ganter (1990), in a parallel effort, developed a simple cognitive model to identify key parts of the display-user interaction that occurs during exploratory map-based visual analysis (Figure 2: The Pattern-ID model for cartographic visualization proposed by MacEachren and Ganter (1990).). Their emphasis was on developing cartographic tools that prompt pattern identification and on the potential for visualization errors (errors that are similar in nature to the Type I and Type II errors associated with traditional statistically-based hypothesis testing). The related topic of data quality/reliability visualization has proved to be a particularly active research direction within cartographic visualization (e.g., MacEachren, 1992; Beard and Buttenfield, 1991; Buttenfield and Beard, 1994; Fisher, 1994, van der Wel, et al., 1994).
While the above conceptions of visualization in cartography put emphasis on the private-cognitive processes of visual thinking (particularly those associated with scientific hypothesis formulation and confirmation), Taylor (1991) directed attention to the place of visualization in the structure of cartography as a discipline (Figure 3: Taylor's (1991) conception of visualzation in cartography.). His model presented visualization as the intersection of research on cognition, communication, and formalism (with the latter implying strict adherence to rule structures dictated by digital computer systems). In a recent modification of this model (Taylor, 1994) has made it clear that he does not equate "visualization" with "cartography" (Figure 4: Taylor's (1994) extended and revised conception of visualization in cartography.). Instead, what he argues for is a view of visualization as a distinct development in cartography, and in science in general, that will have an impact on the three major aspects of cartography that he defines as the sides of his "conceptual basis" triangle (cognition and analysis, communication, and formalism).
Commission Focus: Map Use -- Technology Links
The approach taken toward cartographic visualization in the proposed commission evolved from the attempts (noted above) to explicate the relationship between cartography and scientific visualization and from ideas discussed within the Map and Spatial Data Use Commission: Working group on cartographic visualization. This sub-group was organized by Alan MacEachren (USA) at the request of Commission co-chairs James Carter (USA) and M. Konecny (Czech Republic). Correspondence has thus far been carried on among cartographers, computer scientists, psychologists, and geographers in Australia, Canada, Finland, Germany, Greece, Hungary, Netherlands, Sweden, the UK, and the USA. This sub-group held an open panel discussion in Cologne (organized and moderated by Alan MacEachren) during which a variety of views on visualization in cartography were presented by Daniel Dorling - UK, Menno-Jan Kraak - Netherlands, Michael Peterson - USA, Janos Szegö - Sweden, and Michael Wood - UK. and responded to by many other conference delegates. Various distinctions between visualization in cartography and other aspects of cartography were considered.
One outgrowth of these activities is a conception of the "space" of map use referred to by MacEachren (1994) as [cartography]3 (Figure 5 : MacEachren's (1994) [Cartography]3 perspective on map use.). In this space, visualization is considered to be the complement of communication. All map use involves both visualization (defined loosely as the prompting of visual thinking) and communication (defined loosely as the transfer of information), but map use can vary considerably in which is emphasized. The axes of the use space are delineated as private versus public, high interaction versus low interaction, presenting knowns (i.e., simple information retrieval) versus revealing unknowns. Past communication-oriented cartographic research has emphasized the use of static maps designed for public consumption with the emphasis on extraction of specific pieces of information (e.g., research on communication effectiveness of textbook or topographic maps). As a complement to this relatively long tradition of communication research, the proposed commission will target the other end of the map use cube - with emphasis on the role of highly interactive maps in individual and small group efforts at hypothesis generation, data analysis, and decision-support. Cartographic visualization is, thus, typified by private, highly interactive use of maps to reveal unknowns - but more broadly is taken to include any use combining two of the three criteria (e.g., highly interactive map displays targeted toward revealing unknowns but designed broadly enough to be useful in a public context, such as through the World Wide Web). Efforts of the commission will, as a consequence, extend to the three corners of use-space that combine two of the axis extremes (Figure 6 : Matrix of map use - corners of the "cube").
Examples of map use at the corners of the [Cartography]3 map
use space (MacEachren, 1994).
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