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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Dataset Evolver: An Interactive Feature Engineering Notebook

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Fatemeh Nargesian

Department of Computer Science, University of Toronto


Udayan Khurana

IBM Research


Tejaswini Pedapati

IBM Research


Horst Samulowitz

IBM Research


Deepak Turaga

IBM Research


DOI:

10.1609/aaai.v32i1.11369


Abstract:

We present DATASET EVOLVER, an interactive Jupyter notebook-based tool to support data scientists perform feature engineering for classification tasks. It provides users with suggestions on new features to construct, based on automated feature engineering algorithms. Users can navigate the given choices in different ways, validate the impact, and selectively accept the suggestions. DATASET EVOLVER is a pluggable feature engineering framework where several exploration strategies could be added. It currently includes meta-learning based exploration and reinforcement learning based exploration. The suggested features are constructed using well-defined mathematical functions and are easily interpretable. Our system provides a mixed-initiative system of a user being assisted by an automated agent to efficiently and effectively solve the complex problem of feature engineering. It reduces the effort of a data scientist from hours to minutes.

Topics: AAAI

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HOW TO CITE:

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga Dataset Evolver: An Interactive Feature Engineering Notebook Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga Dataset Evolver: An Interactive Feature Engineering Notebook AAAI 2018, .

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga (2018). Dataset Evolver: An Interactive Feature Engineering Notebook. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. Dataset Evolver: An Interactive Feature Engineering Notebook. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. 2018. Dataset Evolver: An Interactive Feature Engineering Notebook. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. (2018) "Dataset Evolver: An Interactive Feature Engineering Notebook", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga, "Dataset Evolver: An Interactive Feature Engineering Notebook", AAAI, p., 2018.

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. "Dataset Evolver: An Interactive Feature Engineering Notebook". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. "Dataset Evolver: An Interactive Feature Engineering Notebook". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Fatemeh Nargesian||Udayan Khurana||Tejaswini Pedapati||Horst Samulowitz||Deepak Turaga. Dataset Evolver: An Interactive Feature Engineering Notebook. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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Artificial Intelligence 1900 Embarcadero Road, Suite
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