ML Anthology

Learning Combinatory Categorial Grammars for Plan Recognition

Christopher W. Geib, Pavan Kantharaju
AAAI 2018 pp. 3007-3014
doi:10.1609/AAAI.V32I1.11729 /aaai/2018/geib2018aaai-learning/

Abstract

This paper defines a learning algorithm for plan grammars used for plan recognition. The algorithm learns Combinatory Categorial Grammars (CCGs) that capture the structure of plans from a set of successful plan execution traces paired with the goal of the actions. This work is motivated by past work on CCG learning algorithms for natural language processing, and is evaluated on five well know planning domains.

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Cite

Text

Geib and Kantharaju. "Learning Combinatory Categorial Grammars for Plan Recognition." AAAI Conference on Artificial Intelligence, 2018. doi:10.1609/AAAI.V32I1.11729

Markdown

[Geib and Kantharaju. "Learning Combinatory Categorial Grammars for Plan Recognition." AAAI Conference on Artificial Intelligence, 2018.](https://mlanthology.org/aaai/2018/geib2018aaai-learning/) doi:10.1609/AAAI.V32I1.11729

BibTeX

@inproceedings{geib2018aaai-learning,
  title     = {{Learning Combinatory Categorial Grammars for Plan Recognition}},
  author    = {Geib, Christopher W. and Kantharaju, Pavan},
  booktitle = {AAAI Conference on Artificial Intelligence},
  year      = {2018},
  pages     = {3007-3014},
  doi       = {10.1609/AAAI.V32I1.11729},
  url       = {https://mlanthology.org/aaai/2018/geib2018aaai-learning/}
}