  In this paper, we propose a geospatial data management framework called
IRIDEF which captures and analyzes user's exploratory feedback for an enriched
guidance mechanism in the context of interactive analysis. We discuss that
exploratory feedback can be a proxy for decision-making feedback when the
latter is scarce or unavailable. IRIDEF identifies regions of interest (ROIs)
via exploratory feedback and highlights a few interesting and out-of-sight POIs
in each ROI. These highlights enable the user to shape up his/her future
interactions with the system. We detail the components of our proposed
framework in the form of a data analysis pipeline and present the aspects of
efficiency and effectiveness for each component. We also discuss evaluation
plans and future directions for IRIDEF.
