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

On Performance Estimation in Automatic Algorithm Configuration

February 1, 2023

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Authors

Shengcai Liu

University of Science and Technology of China


Ke Tang

Southern University of Science and Technology


Yunwei Lei

Southern University of Science and Technology


Xin Yao

Southern University of Science and Technology


DOI:

10.1609/aaai.v34i03.5618


Abstract:

Over the last decade, research on automated parameter tuning, often referred to as automatic algorithm configuration (AAC), has made significant progress. Although the usefulness of such tools has been widely recognized in real world applications, the theoretical foundations of AAC are still very weak. This paper addresses this gap by studying the performance estimation problem in AAC. More specifically, this paper first proves the universal best performance estimator in a practical setting, and then establishes theoretical bounds on the estimation error, i.e., the difference between the training performance and the true performance for a parameter configuration, considering finite and infinite configuration spaces respectively. These findings were verified in extensive experiments conducted on four algorithm configuration scenarios involving different problem domains. Moreover, insights for enhancing existing AAC methods are also identified.

Topics: AAAI

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HOW TO CITE:

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao On Performance Estimation in Automatic Algorithm Configuration Proceedings of the AAAI Conference on Artificial Intelligence (2020) 2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao On Performance Estimation in Automatic Algorithm Configuration AAAI 2020, 2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao (2020). On Performance Estimation in Automatic Algorithm Configuration. Proceedings of the AAAI Conference on Artificial Intelligence, 2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. On Performance Estimation in Automatic Algorithm Configuration. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. 2020. On Performance Estimation in Automatic Algorithm Configuration. "Proceedings of the AAAI Conference on Artificial Intelligence". 2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. (2020) "On Performance Estimation in Automatic Algorithm Configuration", Proceedings of the AAAI Conference on Artificial Intelligence, p.2384-2391

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao, "On Performance Estimation in Automatic Algorithm Configuration", AAAI, p.2384-2391, 2020.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. "On Performance Estimation in Automatic Algorithm Configuration". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. "On Performance Estimation in Automatic Algorithm Configuration". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 2384-2391.

Shengcai Liu||Ke Tang||Yunwei Lei||Xin Yao. On Performance Estimation in Automatic Algorithm Configuration. AAAI[Internet]. 2020[cited 2023]; 2384-2391.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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