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Proceedings of the 12th European Conference on Knowledge ...

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Xiaoyan Bai, David White and David Sundaram<br />

Fur<str<strong>on</strong>g>the</str<strong>on</strong>g>rmore, <str<strong>on</strong>g>the</str<strong>on</strong>g> problem and knowledge c<strong>on</strong>texts may significantly influence <str<strong>on</strong>g>the</str<strong>on</strong>g> design and<br />

implementati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> knowledge visualizati<strong>on</strong>s in KMS. For instance, knowledge visualizati<strong>on</strong><br />

development is intimately coupled with mental tasks and attributes associated with different learning<br />

development stages. <strong>Knowledge</strong> visualizati<strong>on</strong> design and implementati<strong>on</strong> should c<strong>on</strong>cern to what<br />

extent <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge workers rely <strong>on</strong> clearly defined decisi<strong>on</strong> making rules or task instructi<strong>on</strong>s, how<br />

well <str<strong>on</strong>g>the</str<strong>on</strong>g>y are aware <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> underlying problem situati<strong>on</strong>s, how easily <str<strong>on</strong>g>the</str<strong>on</strong>g>y can recognize similarities<br />

between <str<strong>on</strong>g>the</str<strong>on</strong>g> problem under investigati<strong>on</strong> and <str<strong>on</strong>g>the</str<strong>on</strong>g> problems that <str<strong>on</strong>g>the</str<strong>on</strong>g>y resolved in <str<strong>on</strong>g>the</str<strong>on</strong>g> past, how<br />

accurately <str<strong>on</strong>g>the</str<strong>on</strong>g>y may identify and understand <str<strong>on</strong>g>the</str<strong>on</strong>g> relevant task requirements from <str<strong>on</strong>g>the</str<strong>on</strong>g> similarities, and<br />

how effectively <str<strong>on</strong>g>the</str<strong>on</strong>g>y can m<strong>on</strong>itor <str<strong>on</strong>g>the</str<strong>on</strong>g>ir own performance. In additi<strong>on</strong>, visualizati<strong>on</strong> system involved in<br />

knowledge management should <str<strong>on</strong>g>of</str<strong>on</strong>g>fer adequate support for pers<strong>on</strong>alizati<strong>on</strong> and customizati<strong>on</strong> so as to<br />

better serve different knowledge workers. KMS should also provide appropriate adaptability<br />

mechanisms to assist <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge workers with <str<strong>on</strong>g>the</str<strong>on</strong>g>ir transiti<strong>on</strong> from beginners through to<br />

masters/experts.<br />

To address <str<strong>on</strong>g>the</str<strong>on</strong>g> complexities involved in knowledge visualizati<strong>on</strong> c<strong>on</strong>text, we introduce c<strong>on</strong>textual<br />

adaptive visualizati<strong>on</strong> envir<strong>on</strong>ment in <str<strong>on</strong>g>the</str<strong>on</strong>g> following secti<strong>on</strong>.<br />

3. C<strong>on</strong>textual Adaptive Visualizati<strong>on</strong> Envir<strong>on</strong>ment (CAVE)<br />

We define C<strong>on</strong>textual Adaptive Visualizati<strong>on</strong> Envir<strong>on</strong>ment as a c<strong>on</strong>text-sensitive, adaptive platform<br />

that helps knowledge workers to c<strong>on</strong>tinuously m<strong>on</strong>itor <str<strong>on</strong>g>the</str<strong>on</strong>g> dynamic c<strong>on</strong>text <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g>ir interested problem,<br />

sense and analyze <str<strong>on</strong>g>the</str<strong>on</strong>g> changes in <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>text, and resp<strong>on</strong>d to <str<strong>on</strong>g>the</str<strong>on</strong>g> problem by utilizing data, models<br />

(problem and visual), solvers and scenarios to create and manage effective visual compositi<strong>on</strong>s<br />

(Figure 2). The resp<strong>on</strong>ses by <str<strong>on</strong>g>the</str<strong>on</strong>g> system and by <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge workers could be at different levels. It<br />

could be a parametric change (single loop learning), introducti<strong>on</strong>/modificati<strong>on</strong>/deleti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> variables <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

model (double loop learning), and/or transformati<strong>on</strong>al changes at a deep and broad level (triple loop<br />

learning). The key purpose <str<strong>on</strong>g>of</str<strong>on</strong>g> CAVE is to sense, analyze and resp<strong>on</strong>d to <str<strong>on</strong>g>the</str<strong>on</strong>g> changes in knowledge<br />

visualizati<strong>on</strong> c<strong>on</strong>text. Fur<str<strong>on</strong>g>the</str<strong>on</strong>g>rmore, CAVE mediates between <str<strong>on</strong>g>the</str<strong>on</strong>g> problem and <str<strong>on</strong>g>the</str<strong>on</strong>g> knowledge workers<br />

through <str<strong>on</strong>g>the</str<strong>on</strong>g> explicit provisi<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> acti<strong>on</strong> and presentati<strong>on</strong> languages.<br />

Figure 2: C<strong>on</strong>textual adaptive visualizati<strong>on</strong> envir<strong>on</strong>ment model<br />

To address <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>textual dynamics and complexities, CAVE provides flexible support for (1)<br />

creating/manipulating/transforming/improving/disposing visualizati<strong>on</strong> soluti<strong>on</strong>s and (2) maintaining <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

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