Search Results for author: Sana Malik

Found 5 papers, 0 papers with code

Insight-centric Visualization Recommendation

no code implementations21 Mar 2021 Camille Harris, Ryan A. Rossi, Sana Malik, Jane Hoffswell, Fan Du, Tak Yeon Lee, Eunyee Koh, Handong Zhao

This global ranking makes it difficult and time-consuming for users to find the most interesting or relevant insights.

Attribute Recommendation Systems

Personalized Visualization Recommendation

no code implementations12 Feb 2021 Xin Qian, Ryan A. Rossi, Fan Du, Sungchul Kim, Eunyee Koh, Sana Malik, Tak Yeon Lee, Nesreen K. Ahmed

Visualization recommendation work has focused solely on scoring visualizations based on the underlying dataset and not the actual user and their past visualization feedback.

ML-based Visualization Recommendation: Learning to Recommend Visualizations from Data

no code implementations25 Sep 2020 Xin Qian, Ryan A. Rossi, Fan Du, Sungchul Kim, Eunyee Koh, Sana Malik, Tak Yeon Lee, Joel Chan

Finally, we observed a strong preference by the human experts in our user study towards the visualizations recommended by our ML-based system as opposed to the rule-based system (5. 92 from a 7-point Likert scale compared to only 3. 45).

The Impact of Presentation Style on Human-In-The-Loop Detection of Algorithmic Bias

no code implementations26 Apr 2020 Po-Ming Law, Sana Malik, Fan Du, Moumita Sinha

Semi-automated bias detection tools often present reports of automatically-detected biases using a recommendation list or visual cues.

Bias Detection BIG-bench Machine Learning

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