A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error

Muhammad Shadi Hajar; Harsha Kalutarage; M. Omar Al-Kadri

doi:10.1007/978-3-031-22695-3_55

A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error

Muhammad Shadi Hajar^*, Harsha Kalutarage, M. Omar Al-Kadri

^*Corresponding author for this work

Robert Gordon University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Original language	English
Title of host publication	AI 2022
Subtitle of host publication	Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings
Editors	Haris Aziz, Débora Corrêa, Tim French
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	789-799
Number of pages	11
ISBN (Print)	9783031226946
DOIs	https://doi.org/10.1007/978-3-031-22695-3_55
Publication status	Published (VoR) - 2022
Event	35th Australasian Joint Conference on Artificial Intelligence, AI 2022 - Perth, Australia Duration: 5 Dec 2022 → 9 Dec 2022

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	13728 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	35th Australasian Joint Conference on Artificial Intelligence, AI 2022
Country/Territory	Australia
City	Perth
Period	5/12/22 → 9/12/22

Keywords

Exploitation
Exploration
greedy
k-armed bandit
Q-learning
Reinforcement learning
Softmax

Access to Document

10.1007/978-3-031-22695-3_55

Cite this

Hajar, M. S., Kalutarage, H., & Al-Kadri, M. O. (2022). A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error. In H. Aziz, D. Corrêa, & T. French (Eds.), AI 2022: Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings (pp. 789-799). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13728 LNAI). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-22695-3_55

Hajar, Muhammad Shadi ; Kalutarage, Harsha ; Al-Kadri, M. Omar. / A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error. AI 2022: Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings. editor / Haris Aziz ; Débora Corrêa ; Tim French. Springer Science and Business Media Deutschland GmbH, 2022. pp. 789-799 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error",

keywords = "Exploitation, Exploration, greedy, k-armed bandit, Q-learning, Reinforcement learning, Softmax",

author = "Hajar, \{Muhammad Shadi\} and Harsha Kalutarage and Al-Kadri, \{M. Omar\}",

note = "Publisher Copyright: {\textcopyright} 2022, The Author(s), under exclusive license to Springer Nature Switzerland AG.; 35th Australasian Joint Conference on Artificial Intelligence, AI 2022 ; Conference date: 05-12-2022 Through 09-12-2022",

year = "2022",

doi = "10.1007/978-3-031-22695-3\_55",

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series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

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Hajar, MS, Kalutarage, H & Al-Kadri, MO 2022, A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error. in H Aziz, D Corrêa & T French (eds), AI 2022: Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13728 LNAI, Springer Science and Business Media Deutschland GmbH, pp. 789-799, 35th Australasian Joint Conference on Artificial Intelligence, AI 2022, Perth, Australia, 5/12/22. https://doi.org/10.1007/978-3-031-22695-3_55

A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error. / Hajar, Muhammad Shadi; Kalutarage, Harsha; Al-Kadri, M. Omar.
AI 2022: Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings. ed. / Haris Aziz; Débora Corrêa; Tim French. Springer Science and Business Media Deutschland GmbH, 2022. p. 789-799 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13728 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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KW - greedy

KW - k-armed bandit

KW - Q-learning

KW - Reinforcement learning

KW - Softmax

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Hajar MS, Kalutarage H, Al-Kadri MO. A Robust Exploration Strategy in Reinforcement Learning Based on Temporal Difference Error. In Aziz H, Corrêa D, French T, editors, AI 2022: Advances in Artificial Intelligence - 35th Australasian Joint Conference, AI 2022, Proceedings. Springer Science and Business Media Deutschland GmbH. 2022. p. 789-799. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-22695-3_55