The Interplay Between Information and Estimation Measures

Dongning Guo, S. Shamai, S. Verdú
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引用次数: 97

Abstract

1. Introduction 2: Basic Information and Estimation Measures 3: Properties of the MMSE in Gaussian Noise 4: Mutual Information and MMSE: Basic Relationship 5: Mutual Information and MMSE in Discrete- and Continuous-time Gaussian Channels 6: Entropy, Relative Entropy, Fisher Information, and Mismatched Estimation 7: Applications of I-MMSE 8: Information and Estimation Measures in Poisson Models and Channels 9: Beyond Gaussian and Poisson Models 10: Outlook. Acknowledgements. Appendices. References.
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信息和估计度量之间的相互作用
1. 介绍2:基本信息和估计措施3:高斯噪声中MMSE的性质4:互信息和MMSE:基本关系5:离散时间和连续时间高斯信道中的互信息和MMSE 6:熵、相对熵、Fisher信息和错配估计7:I-MMSE的应用8:泊松模型和信道中的信息和估计措施9:超越高斯和泊松模型10:展望。致谢附录。参考文献
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