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Updated: May 10, 2025

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对单个序列的损耗压缩进行了连续的改进
1The Viterbi Faculty of Electrical and Computer Engineering, Technion-Israel Institute of Technology, Technion City, Haifa 3200003, Israel.
Entropy (Basel, Switzerland)
|April 26, 2025
概括
这项研究建立了使用有限状态机器连续改进编码的外部界限. 对连续改进和多重描述编码问题提出了可实现性方案.
科学领域:
- 信息理论 信息理论
- 数据压缩数据压缩
- 编码理论编码理论
背景情况:
- 损耗压缩涉及以一些信息丢失来表示数据.
- 连续改进的编码允许分阶段的数据压缩和重建.
- 有限状态机器为实际的压缩算法提供了一个模型.
研究的目的:
- 为了建立连续改进编码的理论极限 (外部极限).
- 开发用于连续精炼和多重描述编码的实用编码方案.
- 用有限态机器编码器分析压缩策略.
主要方法:
- 导出反向定理来定义可实现的利率区域.
- 为特定的压缩问题开发构造性的编码方案.
- 将现有的无内存源方法扩展到更一般的情况.
主要成果:
- 用有限状态机器连续改进编码的外部界限.
- 提出了一种简单的可实现方案,用于连续改进的编码.
- 为多重描述编码问题开发了类似的可实现方案.
结论:
- 所得的边界为实际的压缩系统提供了基本的极限.
- 拟议的方案证明了连续精炼和多重描述编码的可行性.
- 这项工作促进了对数据压缩中的信息理论极限的理解.
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