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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 26 / No. 1: Twenty-Sixth AAAI Conference on Artificial Intelligence

Discovering Constraints for Inductive Process Modeling

March 8, 2023

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Authors

Ljupco Todorovski

University of Ljubljana


Will Bridewell

Stanford University


Pat Langley

Institute for the Study of Learning and Expertise


DOI:

10.1609/aaai.v26i1.8152


Abstract:

Scientists use two forms of knowledge in the construction ofexplanatory models: generalized entities and processes that relatethem; and constraints that specify acceptable combinations of thesecomponents. Previous research on inductive process modeling, whichconstructs models from knowledge and time-series data, has relied onhandcrafted constraints. In this paper, we report an approach todiscovering such constraints from a set of models that have beenranked according to their error on observations. Our approach adaptsinductive techniques for supervised learning to identify processcombinations that characterize accurate models. We evaluate themethod's ability to reconstruct known constraints and to generalizewell to other modeling tasks in the same domain. Experiments with synthetic data indicate that the approach can successfully reconstructknown modeling constraints. Another study using natural data suggests that transferring constraints acquired from one modeling scenario to another within the same domain considerably reduces the amount of search for candidate model structures while retaining the most accurate ones.

Topics: AAAI

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HOW TO CITE:

Ljupco Todorovski|| Will Bridewell|| Pat Langley Discovering Constraints for Inductive Process Modeling Proceedings of the AAAI Conference on Artificial Intelligence, 26 (2012) 256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley Discovering Constraints for Inductive Process Modeling AAAI 2012, 256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley (2012). Discovering Constraints for Inductive Process Modeling. Proceedings of the AAAI Conference on Artificial Intelligence, 26, 256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. Discovering Constraints for Inductive Process Modeling. Proceedings of the AAAI Conference on Artificial Intelligence, 26 2012 p.256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. 2012. Discovering Constraints for Inductive Process Modeling. "Proceedings of the AAAI Conference on Artificial Intelligence, 26". 256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. (2012) "Discovering Constraints for Inductive Process Modeling", Proceedings of the AAAI Conference on Artificial Intelligence, 26, p.256

Ljupco Todorovski|| Will Bridewell|| Pat Langley, "Discovering Constraints for Inductive Process Modeling", AAAI, p.256, 2012.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. "Discovering Constraints for Inductive Process Modeling". Proceedings of the AAAI Conference on Artificial Intelligence, 26, 2012, p.256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. "Discovering Constraints for Inductive Process Modeling". Proceedings of the AAAI Conference on Artificial Intelligence, 26, (2012): 256.

Ljupco Todorovski|| Will Bridewell|| Pat Langley. Discovering Constraints for Inductive Process Modeling. AAAI[Internet]. 2012[cited 2023]; 256.


ISSN: 2374-3468


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