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Correlation Sketches for Approximate Join-Correlation Queries

Apr 07, 2021
Aécio Santos, Aline Bessa, Fernando Chirigati, Christopher Musco, Juliana Freire

* Proceedings of the 2021 International Conference on Management of Data (SIGMOD '21) 

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Auctus: A Dataset Search Engine for Data Augmentation

Feb 10, 2021
Fernando Chirigati, Rémi Rampin, Aécio Santos, Aline Bessa, Juliana Freire

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Debugging Machine Learning Pipelines

Feb 11, 2020
Raoni Lourenço, Juliana Freire, Dennis Shasha

* Proceedings of the 3rd International Workshop on Data Management for End-to-End Machine Learning, June 2019, Article No.: 3 
* 10 pages 

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AutoML using Metadata Language Embeddings

Oct 08, 2019
Iddo Drori, Lu Liu, Yi Nian, Sharath C. Koorathota, Jie S. Li, Antonio Khalil Moretti, Juliana Freire, Madeleine Udell

* NeurIPS Workshop on Meta-Learning, 2019 

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Visus: An Interactive System for Automatic Machine Learning Model Building and Curation

Jul 05, 2019
Aécio Santos, Sonia Castelo, Cristian Felix, Jorge Piazentin Ono, Bowen Yu, Sungsoo Hong, Cláudio T. Silva, Enrico Bertini, Juliana Freire

* Accepted for publication in the 2019 Workshop on Human-In-the-Loop Data Analytics (HILDA'19), co-located with SIGMOD 2019 

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Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar

May 24, 2019
Iddo Drori, Yamuna Krishnamurthy, Raoni Lourenco, Remi Rampin, Kyunghyun Cho, Claudio Silva, Juliana Freire

* ICML Workshop on Automated Machine Learning 

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A Topic-Agnostic Approach for Identifying Fake News Pages

May 02, 2019
Sonia Castelo, Thais Almeida, Anas Elghafari, Aécio Santos, Kien Pham, Eduardo Nakamura, Juliana Freire

* Accepted for publication in the Companion Proceedings of the 2019 World Wide Web Conference (WWW'19 Companion). Presented in the 2019 International Workshop on Misinformation, Computational Fact-Checking and Credible Web (MisinfoWorkshop2019). 6 pages 

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