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PERFORMANCE EVALUATION VIA MONTE CARLO IMPORTANCE SAMPLING IN SINGLE USER DIGITAL COMMUNICATION SYSTEMS
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  • PERFORMANCE EVALUATION VIA MONTE CARLO IMPORTANCE SAMPLING IN SINGLE USER DIGITAL COMMUNICATION SYSTEMS
  • PERFORMANCE EVALUATION VIA MONTE CARLO IMPORTANCE SAMPLING IN SINGLE USER DIGITAL COMMUNICATION SYSTEMS
저자명
Oh. Man-Suk
간행물명
Journal of the Korean statistical society
권/호정보
2006년|35권 2호|pp.157-166 (10 pages)
발행정보
한국통계학회
파일정보
정기간행물|ENG|
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이 논문은 한국과학기술정보연구원과 논문 연계를 통해 무료로 제공되는 원문입니다.
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기타언어초록

This research proposes an efficient Monte Carlo algorithm for computing error probability in high performance digital communication st stems. It characterizes special features of the problem and suggests an importance sampling algorithm specially designed to handle the problem. It uses a shifted exponential density as the importance sampling density, and shows an adaptive way of choosing the rate and the origin of the shifted exponential density. Instead of equal allocation, an intelligent allocation of the samples is proposed so that more samples are allocated to more important part of the error probability. The algorithm uses the nested feature of the error space and avoids redundancy in estimating the probability. The algorithm is applied to an example data set and shows a great improvement in accuracy of the error probability estimation.