@article{healey_kocherlakota_rao_mehta_amant_2008, title={Visual perception and mixed-initiative interaction for assisted visualization design}, volume={14}, ISSN={["1941-0506"]}, DOI={10.1109/TVCG.2007.70436}, abstractNote={This paper describes the integration of perceptual guidelines from human vision with an AI-based mixed-initiative search strategy. The result is a visualization assistant called ViA, a system that collaborates with its users to identify perceptually salient visualizations for large, multidimensional datasets. ViA applies knowledge of low-level human vision to: (1) evaluate the effectiveness of a particular visualization for a given dataset and analysis tasks; and (2) rapidly direct its search towards new visualizations that are most likely to offer improvements over those seen to date. Context, domain expertise, and a high-level understanding of a dataset are critical to identifying effective visualizations. We apply a mixed-initiative strategy that allows ViA and its users to share their different strengths and continually improve ViA's understanding of a user's preferences. We visualize historical weather conditions to compare ViA's search strategy to exhaustive analysis, simulated annealing, and reactive tabu search, and to measure the improvement provided by mixed-initiative interaction. We also visualize intelligent agents competing in a simulated online auction to evaluate ViA's perceptual guidelines. Results from each study are positive, suggesting that ViA can construct high-quality visualizations for a range of real-world datasets.}, number={2}, journal={IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS}, author={Healey, Christopher G. and Kocherlakota, Sarat and Rao, Vivek and Mehta, Reshma and Amant, Robert St.}, year={2008}, pages={396–411} } @article{rhyne_dennis_kocherlakota_sawant_tateosian_healey_2005, title={Designing a visualization framework for multidimensional data}, volume={25}, number={6}, journal={IEEE Computer Graphics and Applications}, author={Rhyne, T. M. and Dennis, B. and Kocherlakota, S. and Sawant, A. and Tateosian, L. and Healey, C. G.}, year={2005}, pages={15-} }