Self-configuring Cost-Sensitive Hierarchical Clustering with Recourse

C. Ansotegui, M. Sellmann, K. Tierney, in: J. Hooker (Ed.), Principles and Practice of Constraint Programming, Springer International Publishing, Cham, 2018, pp. 524–534.

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Abstract
We revisit algorithm selection for declarative programming solvers. We introduce two main ideas to improve cost-sensitive hierarchical clustering: First, to augment the portfolio builder with a self-configuration component. And second, we propose that the algorithm selector assesses the confidence level of its own prediction, so that a more defensive recourse action can be used to overturn the original recommendation.
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Principles and Practice of Constraint Programming
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524-534
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Ansotegui C, Sellmann M, Tierney K. Self-configuring Cost-Sensitive Hierarchical Clustering with Recourse. In: Hooker J, ed. Principles and Practice of Constraint Programming. Cham: Springer International Publishing; 2018:524-534.
Ansotegui, C., Sellmann, M., & Tierney, K. (2018). Self-configuring Cost-Sensitive Hierarchical Clustering with Recourse. In J. Hooker (Ed.), Principles and Practice of Constraint Programming (pp. 524–534). Cham: Springer International Publishing.
@inproceedings{Ansotegui_Sellmann_Tierney_2018, place={Cham}, title={Self-configuring Cost-Sensitive Hierarchical Clustering with Recourse}, booktitle={Principles and Practice of Constraint Programming}, publisher={Springer International Publishing}, author={Ansotegui, Carlos and Sellmann, Meinolf and Tierney, Kevin}, editor={Hooker, JohnEditor}, year={2018}, pages={524–534} }
Ansotegui, Carlos, Meinolf Sellmann, and Kevin Tierney. “Self-Configuring Cost-Sensitive Hierarchical Clustering with Recourse.” In Principles and Practice of Constraint Programming, edited by John Hooker, 524–34. Cham: Springer International Publishing, 2018.
C. Ansotegui, M. Sellmann, and K. Tierney, “Self-configuring Cost-Sensitive Hierarchical Clustering with Recourse,” in Principles and Practice of Constraint Programming, 2018, pp. 524–534.
Ansotegui, Carlos, et al. “Self-Configuring Cost-Sensitive Hierarchical Clustering with Recourse.” Principles and Practice of Constraint Programming, edited by John Hooker, Springer International Publishing, 2018, pp. 524–34.

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