Part 2: Source Coding and Combinatorial Methods
Chapter 4: The Method of Types and Error Exponents
Advanced~150 min
Learning Objectives
- Understand the type of a sequence and the type class as combinatorial objects
- Apply Sanov's theorem to bound probabilities of rare events via KL divergence
- Derive error exponents for source coding and relate redundancy to reliability
- Derive random coding, sphere-packing, and expurgated exponents for channel coding
- Connect error exponent analysis to practical code design considerations
Sections
💬 Discussion
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