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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 11: IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations

Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining

February 1, 2023

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Authors

Xin Wang

Fidelity Investments


Amin Hosseininasab

University of Florida


Pablo Colunga

Fidelity Investments


Serdar Kadıoğlu

Fidelity Investments


Willem-Jan van Hoeve

Carnegie Mellon Univeristy


DOI:

10.1609/aaai.v36i11.21542


Abstract:

Pattern mining is an essential part of knowledge discovery and data analytics. It is a powerful paradigm, especially when combined with constraint reasoning. In this paper, we present Seq2Pat, a constraint-based sequential pattern mining tool with a high-level declarative user interface. The library finds patterns that frequently occur in large sequence databases subject to constraints. We highlight key benefits that are desirable, especially in industrial settings where scalability, explainability, rapid experimentation, reusability, and reproducibility are of great interest. We then showcase an automated feature extraction process powered by Seq2Pat to discover high-level insights and boost downstream machine learning models for customer intent prediction.

Topics: AAAI

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HOW TO CITE:

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining Proceedings of the AAAI Conference on Artificial Intelligence (2022) 12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining AAAI 2022, 12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve (2022). Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining. Proceedings of the AAAI Conference on Artificial Intelligence, 12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. 2022. Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining. "Proceedings of the AAAI Conference on Artificial Intelligence". 12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. (2022) "Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining", Proceedings of the AAAI Conference on Artificial Intelligence, p.12665-12671

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve, "Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining", AAAI, p.12665-12671, 2022.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. "Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. "Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 12665-12671.

Xin Wang||Amin Hosseininasab||Pablo Colunga||Serdar Kadıoğlu||Willem-Jan van Hoeve. Seq2Pat: Sequence-to-Pattern Generation for Constraint-Based Sequential Pattern Mining. AAAI[Internet]. 2022[cited 2023]; 12665-12671.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
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