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논문 기본 정보
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- 학술저널
- 저자정보
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- 한국산업응용수학회 JOURNAL OF THE KOREAN SOCIETY FOR INDUSTRIAL AND APPLIED MATHEMATICS Journal of the Korean Society for Industrial and Applied Mathematics Vol.28 No.4
- 발행연도
- 2024.12
- 수록면
- 271 - 285 (15page)
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초록· 키워드
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The l-step lookahead strategy is a pivotal technique in value iteration methods, used extensively in sequential decision-making problems to anticipate future outcomes by considering a fixed number of steps l ahead. While this strategy achieves a high quality of decision at the cost of computational burden, its performance analysis inherently relies on the discount factor, which cannot fully capture its success in practical applications. In this work, we provide an explanation of the performance bound for l-step lookahead, based on two key components: the expectation of contraction and the relationship between value and strategy. Furthermore, we present two examples, Tetris and Flappy Bird, to observe the efficiency of value iteration more closely.
목차
ABSTRACT
1. INTRODUCTION
2. PRELIMINARIES
3. PRACTICAL PERFORMANCE OF THE l-STEP LOOKAHEAD POLICY
4. REFINED PERFORMANCE ESTIMATE ON THE l-STEP LOOKAHEAD POLICY
5. CONCLUSION
REFERENCES
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