Publications / AI Foundations and systems

AI Foundations and systems

Peer-reviewed research from QCAI, published in leading international venues.

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2023

2 publications
AI Foundational Optimizations2023

Classes are Not Clusters: Improving Label-Based Evaluation of Dimensionality Reduction

Hyeon Jeon, Yun-Hsin Kuo, Michael Aupetit, Kwan-Liu Ma, Jinwook Seo — IEEE Transactions on Visualization and Computer Graphics (2023)
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AI & Data Discovery2023

Cross Modal Data Discovery over Structured and Unstructured Data Lakes

Mohamed Y. Eltabakh, Mayuresh Kunjir, Ahmed Elmagarmid, Mohammad Shahmeer Ahmad — Proceedings of the VLDB Endowment (2023)
DOI

2021

2 publications
AI & Data Discovery2021

RPT: relational pre-trained transformer is almost all you need towards democratizing data preparation

Nan Tang, Ju Fan, Fangyi Li, Jianhong Tu, Xiaoyong Du, Guoliang Li, Sam Madden, Mourad Ouzzani — Proceedings of the VLDB Endowment (2021)
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AI & Data Discovery2021

Deep Learning for Blocking in Entity Matching: A Design Space Exploration

Muhammad Ebraheem, Saravanan Thirumuruganathan, Shafiq Joty, Mourad Ouzzani, Nan Tang — Proceedings of the VLDB Endowment (2021)
DOI

2020

1 publications
AI Foundational Optimizations2020

Steering Distortions to Preserve Classes and Neighbors in Supervised Dimensionality Reduction

Benoît Colange, Jaakko Peltonen, Michael Aupetit, Denys Dutykh, Sylvain Lespinats — Proceedings of NeurIPS (2020)
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2019

1 publications
AI Foundational Optimizations2019

Toward Perception-Based Evaluation of Clustering Techniques for Visual Analytics

Michael Aupetit, Michael Sedlmair, Mostafa M. Abbas, Abdelkader Baggag, Halima Bensmail — Proceedings of the IEEE Visualization Conference (2019)
DOI

2018

2 publications
AI & Data Discovery2018

DeepER–Deep Entity Resolution

Muhammad Ebraheem, Saravanan Thirumuruganathan, Shafiq Joty, Mourad Ouzzani, Nan Tang — Proceedings of the VLDB Endowment (2018)
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AI Foundational Optimizations2018

Multidimensional Projection for Visual Analytics: Linking Techniques with Distortions, Tasks, and Layout Enrichment

Luis Gustavo Nonato, Michael Aupetit — IEEE Transactions on Visualization and Computer Graphics (2018)
DOI

2016

1 publications
AI & Data Discovery2016

Rayyan—a web and mobile app for systematic reviews

Mourad Ouzzani, Hossam Hammady, Zbys Fedorowicz, Ahmed Elmagarmid — Systematic Reviews (2016)
DOI
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