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Information Theory

Theorem

Achievability of the Rate Distortion Function

Definition

Achievable

Definition

Achievable (Continuous)

Theorem

AEP For Continuous IID RVs

Theorem

Arithmetic-Geometric Mean Inequality

Theorem

Asymptotic Equipartition Property

Definition

Average Code Rate

Definition

Average Cost Constraint

Definition

Average Power Constraint

Definition

Average Probability of Error (Channel Code)

Definition

Average Probability of Error (Source-Channel Code)

Definition

Basic Cell

Definition

Binary Erasure Channel

Definition

Binary Symmetric Channel

Definition

Binary Symmetric Erasure Channel

Definition

Bit Allocation Problem

Definition

Block Codes for the Gaussian Channel

Theorem

Bucklew and Wise

Theorem

Capacity of Correlated Parallel Gaussian Channels

Theorem

Capacity of Uncorrelated Parallel Gaussian Channels

Theorem

Capacity with Decoder-Side Information (DSI)

Theorem

Capacity with Full-Side Information (FSI)

Theorem

Centroid Condition

Theorem

Centroid Condition for MSE

Theorem

Cesaro-Mean Theorem

Channel Coding Operation

Definition

Closed-loop Prediction Gain

Definition

Closed-loop Predictive Quantization

Definition

Closed-loop Predictor Coefficients

Definition

Code Rate

Definition

Codebook

Definition

Codeword

Definition

Coding Gain

Definition

Companding Quantization

Theorem

Concavity of Channel Capacity in P

Theorem

Consequence of the AEP

Definition

Continuous Memoryless Source

Definition

Convex Polytope

Theorem

Convexity or Concavity of Information Measure

Definition

Cross-Entropy

Theorem

Data Processing Inequality

Definition

Difference Quantization

Definition

Differential Cross-Entropy

Definition

Differential Divergence

Definition

Differential Entropy

Theorem

Dirichlet Mixture Distribution

Definition

Discrete Communication Channel

Definition

Discrete Memoryless Channel

Definition

Discrete Memoryless Source

Definition

Discrete-Time Continuous Memoryless Channels

Definition

Discrete-Time Memoryless Gaussian Channel (AWGN Channel)

Definition

Distortion

Definition

Distortion Measure

Definition

Distortion Rate Function

Definition

Divergence

Theorem

Divergence Bound on KT

Definition

Encoder Decoder Structure of Quantization

Definition

Entropy

Definition

Entropy Rate

Theorem

Equivalent Properties in Discrete & Continuous IT

Definition

Ergodic

Theorem

Estimation Error and differential entropy

Theorem

Existence of Companding Realization

Definition

Fading Channel

Definition

FIR Filter

Definition

Fixed-Length (Block) Code

Definition

Fixed-Length Codes for Discrete Channels

Theorem

Fundamental Inequality

Definition

Gain of Transform Coding

Theorem

Gaussian Noise Minimizes Capacity of Additive-Noise Channel

Theorem

Gaussian Rate Distortion Function

Theorem

Gaussian Source Maximizes Rate Distortion Function

Theorem

Hadamard's Inequality

Definition

Hamming Distortion

Theorem

Hamming Rate Distortion Function

Theorem

High Resolution Optimality of KLT

Definition

High-Resolution Conditions

Definition

High-Resolution Conditions LVQ

Theorem

High-Resolution Optimal Vector Quantizer

Theorem

Huffman Lemma

Definition

Information Capacity

Information Capacity Calculation

Definition

Information Capacity with Input Cost

Definition

Jensen-Shannon Divergence

Theorem

Joint AEP

Theorem

Joint Differential Entropy of Multivariate Gaussian

Definition

Joint Entropy

Kac's Lemma (Stationary Ergodic)

Definition

Karhunen-Loeve Transform

Karush-Kuhn-Tucker Conditions (KKT)

Theorem

KL Transform Decorrelates X

Theorem

Kraft Inequality

Theorem

Kraft Inequality for UD VLCs

Theorem

Krichevsky and Trofimov Coding Distribution

Theorem

Lagrange Multiplier

Lagrange Multipliers Technique

Definition

Lattice

Definition

Lattice Vector Quantizer

Lempel-Ziv Coding

Definition

Linear Prediction

Definition

Lloyd-Max Algorithm

Definition

Lloyd-Max Quantizer

Theorem

Log-Sum Inequality

Theorem

Lossless Joint Source-Channel Coding Theorem

Theorem

Lossy Source-Channel Coding Theorem

Theorem

Max Redundancy on KT

Definition

Mean Squared Error Distortion

Definition

Multivariate Gaussian

Definition

Mutual Information

Theorem

Nearest Neighbour Condition

Definition

Nearest Neighbour Vector Quantizer (NNVQ)

Definition

Nonsingular Code

Theorem

Number of Types

Definition

Operational Channel Capacity

Definition

Operational Channel Capacity (Continuous)

Theorem

Optimal Bit Allocation

Theorem

Optimal Compressor

Definition

Optimal Distortion

Optimal Power Allotment

Definition

Optimal Quantizer

Definition

Optimal Vector Quantizer

Theorem

Orthogonality Principle

Theorem

Penalty Lemma

Definition

Performance Analysis of Quantizers

Theorem

Prediction Error Upper Bound

Theorem

Predictive Quantization vs Scalar Quantization

Prefix Code

Definition

Prefix Code Redundancy

Definition

Probability of Decoding Error

Definition

Probability Simplex

Definition

Quantizer Cell

Theorem

R(D) is Convex in D

Definition

Rate

Definition

Rate Distortion Function

Theorem

Rate Distortion Theorem

Definition

Redundancy

Definition

Regular Quantizer

Definition

Regular Vector Quantizer

Definition

Renyi Divergence

Definition

Renyi Entropy

Definition

Reproduction

Definition

Scalar Quantizer

Definition

Self-Information

Definition

Set of Types with Denominator n

Theorem

Shannon Coding Theorem

Definition

Shannon Limit

Shannon-Fano-Elias Code

Theorem

Shannon's Channel Coding Theorem for AWGN

Theorem

Shannon's Channel Coding Theorem for the DMC

Definition

Signal to Noise Ratio

Theorem

Simplification of the Norm

Theorem

Size of Type Class

Definition

Source

Definition

Source Entropy

Definition

Source-Channel Fixed-Length Code

Definition

State

Definition

Stationary

Definition

Stationary & Ergodic Source

Definition

Stationary Distribution

Definition

Symmetric Channel

Definition

System SNR

Theorem

Tangent Plane for LM

Definition

Transform Coding Distortion

Definition

Transform Coding with Scalar Quantization

Definition

Type

Definition

Type Class

Definition

Typical Set

Definition

Typical Set

Theorem

Uniform Quantization of Real-Valued Source

Definition

Uniform Quantizer

Definition

Uniquely Decodable

Definition

Universal Code

Theorem

Universal Code PMF Q

Theorem

Upper Bound on Channel Capacity

Definition

Variable Length Code

Definition

Vector Quantizer

Definition

Volume

Definition

Voronoi Regions

Definition

Wide Sense Stationary Process

Definition

WSS Predictor Coefficients

Theorem

Zero Penalty iff Universal Code