A Progressive Visual Analytics Tool for Incremental Experimental Evaluation
Fabio Giachelle, Gianmaria Silvello
TL;DR
This paper introduces AVIATOR, a visual analytics tool that enhances IR model evaluation by enabling continuous, resource-efficient performance assessment through progressive visualization techniques.
Contribution
The paper presents AVIATOR, a novel visual analytics tool that integrates progressive evaluation to improve efficiency and insight in IR model performance analysis.
Findings
Speeds up IR model evaluation process
Reduces human and computational resource usage
Provides continuous performance insights
Abstract
This paper presents a visual tool, AVIATOR, that integrates the progressive visual analytics paradigm in the IR evaluation process. This tool serves to speed-up and facilitate the performance assessment of retrieval models enabling a result analysis through visual facilities. AVIATOR goes one step beyond the common "compute wait visualize" analytics paradigm, introducing a continuous evaluation mechanism that minimizes human and computational resource consumption.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsData Visualization and Analytics · Scientific Computing and Data Management · Machine Learning and Data Classification