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Lecture
Source Coding Theorem: Fundamentals and Models
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Related lectures (30)
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Stationary Sources: Properties and Entropy
Explores stationary sources, entropy, regularity, and coding efficiency, including a challenging problem with billiard balls.
Data Compression and Entropy 2: Entropy as 'Question Game'
Explores entropy as a 'question game' to guess letters efficiently and its relation to data compression.
Thermodynamics: Entropy and Ideal Gases
Explores entropy, ideal gases, and TDS equations in thermodynamics, emphasizing the importance of the Clausius inequality and the Carnot cycle.
Probability Distribution and Entropy
Explains probability distribution, entropy, and Gibbs free entropy, along with the Weiss model.
Entropy and Algorithms: Applications in Sorting and Weighing
Covers the application of entropy in algorithms, focusing on sorting and decision-making strategies.
Heat Transfer: Equilibrium Approach and Thermodynamic Potentials
Reviews heat transfer mechanisms, entropy, and thermodynamic potentials in relation to equilibrium and Carnot cycles.
Data Compression and Shannon's Theorem: Performance Analysis
Explores Shannon's theorem on data compression and the performance of Shannon Fano codes.
Conditional Entropy: Review and Definitions
Covers conditional entropy, weather conditions, function entropy, and the chain rule.
Information Theory: Review and Mutual Information
Reviews information measures like entropy and introduces mutual information as a measure of information between random variables.
Second Principle: Entropy
Explores the second principle of thermodynamics, emphasizing entropy's role in system evolution and equilibrium.