TY - CHAP A1 - Spinner, Thilo A1 - Schlegel, Udo A1 - Schall, Martin A1 - Sperrle, Fabian A1 - Sevastjanova, Rita A1 - Gobbo, Beatrice A1 - Rauscher, Julius A1 - El-Assady, Mennatallah A1 - Keim, Daniel A. T1 - Speculative Execution of Similarity Queries: Real-Time Parameter Optimization through Visual Exploration T2 - Proceedings of the Workshops of the EDBT/ICDT 2021 Joint Conference N2 - The parameters of complex analytical models often have an unpredictable influence on the models’ results, rendering parameter tuning a non-intuitive task. By concurrently visualizing both the model and its results, visual analytics tackles this issue, supporting the user in understanding the connection between abstract model parameters and model results. We present a visual analytics system enabling result understanding and model refinement on a ranking-based similarity search algorithm. Our system (1) visualizes the results in a projection view, mapping their pair-wise similarity to screen distance, (2) indicates the influence of model parameters on the results, and (3) implements speculative execution to enable real-time iterative refinement on the time-intensive offline similarity search algorithm. Y1 - 2021 UR - https://ceur-ws.org/Vol-2841/ UR - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:bvb:573-63027 PB - RWTH Aachen CY - Aachen ER -