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Information Theory

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94 domain-specific abstractions whose origin domain is Information Theory. They span 63 subdomains — sort by that column to group them, or click any subdomain to filter to it.

AbstractionSubdomainDescription
Adaptive differential pulse-code modulationA predictive audio coding method that quantizes sample differences while adapting the quantizer scale to recent signal behavior.
Adaptive feedback cancellationAn electro-acoustic control method that continually estimates a time-varying feedback path and subtracts its predicted contribution to suppress howling while preserving the desired signal.
Algebraic geometry codeAn error-correcting linear code obtained by evaluating functions or taking residues on rational points of an algebraic curve over a finite field.
Asymptotic equipartition property—The information-theoretic property that long source sequences concentrate on a typical set whose members have nearly equal exponential probability.
Bennett's LawsA four-relation resource preorder for ideal two-party quantum communication: a transmitted qubit can simulate a classical bit channel or distribute one ebit, while an ebit plus one transmitted qubit simulates two classical bits and an ebit plus two classical bits simulates one transmitted qubit.
Bilinear TransformA fractional-linear substitution mapping the continuous-time complex frequency plane to the discrete-time z-plane, carrying the stable left half-plane inside the unit circle while warping frequencies.
Binary entropy function—The Shannon entropy of a Bernoulli variable as a concave function of its success probability.
Binary erasure channel—A memoryless channel model that delivers each input bit correctly or replaces it with an explicit erasure symbol at a fixed probability.
Blahut–Arimoto algorithmA family of alternating iterative optimization algorithms for channel capacity and rate-distortion problems that updates distributions until the information-theoretic objective converges.
Bruun's FFT algorithmA fast Fourier transform based on recursive real-coefficient factorization of the transform polynomial, postponing complex arithmetic until a final reconstruction stage.
Chirplet transformA time-frequency transform correlating a signal with localized chirps whose frequency changes within each analysis atom.
Circular convolutionA convolution on periodic sequences in which indices wrap modulo a fixed length, corresponding to pointwise multiplication under the discrete Fourier transform.
Colors of noiseA classification of stochastic signals by the frequency dependence of their power spectral density.
Constant-Q transformA time–frequency transform whose analysis bins maintain a constant ratio of center frequency to bandwidth, producing logarithmic frequency resolution.
Constant-weight codeA binary codebook whose equal-length words all contain the same fixed number of 1s, with error behavior depending on the selected words.
Convolutional codeA convolutional code maps a stream of input symbols to redundant output symbols through a finite-memory convolutional encoder, so each output depends on the current input and a bounded history and can be decoded from trellis structure.
Cross-entropy—The expected negative log probability that a model distribution q assigns to outcomes actually drawn from a distribution p.
Dependent component analysisA blind-source-separation method recovering mutually independent groups of components while allowing dependence among members of each group.
Directed information—An information-theoretic quantity summing the conditional information that the present and past of one process provide about each current value of another given the latter's past.
Discrete Fourier transformAn invertible linear transformation between a finite sequence and coefficients on equally spaced discrete frequencies.
Discrete wavelet transformDecompose a sampled signal into multiscale approximation and detail coefficients through paired analysis filters and decimation, with reconstruction governed by the chosen wavelet filter bank and boundary convention.
Discrete-time Fourier transformA periodic continuous-frequency function obtained by summing a discrete-time sequence against complex exponentials, representing the sequence by its spectral amplitudes.
Discrete-to-continuum reference densityCarry declared discrete counting weights into a continuous reference for relative information entropy while stating the additive normalization and coordinate rule.
Elias Bassalygo boundAn asymptotic upper bound on error-correcting-code rate derived by restricting codewords to a dense Hamming sphere and applying a Plotkin-type distance bound.
Entropy estimationIn various science/engineering applications, such as independent component analysis, image analysis, genetic analysis, speech recognition, manifold learning, and time delay estimation it is useful to estimate the differential entropy of a system or process, given some observations.
Error exponents in hypothesis testingError exponents are sometimes referred to as error rates, due to the connection between hypothesis testing and information theory.
Error-Correcting Code—An error-correcting code is a specified set of valid codewords together with an encoding map, channel or error model, distance or recoverability structure, and decoding rule that introduces controlled redundancy so transmitted or stored information can be detected or reconstructed despite an admissible class of errors or erasures.
Error-Correcting Codes with FeedbackChannel codes whose encoder causally adapts later transmissions to receiver-side information returned over a feedback link, with reliability, rate, delay, stopping, and feedback-noise assumptions stated as part of the code.
Even codeA binary linear code in which every codeword has even Hamming weight; it is doubly even when all weights are divisible by four and strictly even when even but not doubly even.
EXIT ChartAn extrinsic information transfer chart, commonly called an EXIT chart, is a technique to aid the construction of good iteratively-decoded error-correcting codes (in particular low-density parity-check (LDPC) codes and Turbo codes).
Expander codeAn expander code turns sparse local coding constraints on an expanding graph into global error-correction guarantees.
Filter (Signal Processing)A signal-to-signal system applies a specified response to selectively pass, attenuate, emphasize, delay, or estimate components of an input while producing a conditioned output signal.
Gabor waveletA complex sinusoid localized by a Gaussian envelope, providing near-minimal joint uncertainty in position or time and spatial or temporal frequency.
Gambling and information theoryKelly betting or proportional betting is an application of information theory to investing and gambling.
Generator matrixIn coding theory, a generator matrix is a matrix whose rows form a basis for a linear code.
Harmonic Wavelet TransformPartition a signal's Fourier coefficients into exact octave bands and inverse-transform each band into orthogonal, time-indexed harmonic-wavelet coefficients, preserving energy and exact reconstruction while exposing transient frequency content.
Hilbert spectral analysisA time–frequency analysis that forms analytic signals, often from empirical mode components, and derives instantaneous amplitude and frequency from Hilbert phase.
Incompressibility methodA proof method that selects a Kolmogorov-incompressible object and shows that failure of the desired property would yield an impossibly shorter description.
InfomaxAn information-theoretic design principle that selects an admissible input–output mapping by maximizing their mutual information under a stated probability model.
Information dimension—The asymptotic growth rate of the Shannon entropy of increasingly fine quantizations of a random variable or distribution.
Information EntropyThe probability-weighted average of logarithmic surprise across the outcomes of a discrete random variable.
Information projectionSelect from a constrained family the probability distribution minimizing a directed Kullback–Leibler divergence from a reference distribution, with direction and support kept explicit.
Kelly criterionIn finance, the Kelly criterion (or Kelly strategy or Kelly bet) is a formula for risk allocation with the sizing a sequence of bets by maximizing the long-term expected value of the logarithm of wealth, which is equivalent to maximizing the long-term expected geometric growth rate.
Kolmogorov complexityThe length of the shortest program for a fixed universal description language that outputs a given finite object and halts.
Krichevsky–Trofimov estimatorEstimate categorical symbol probabilities by adding one-half to every observed count, the Jeffreys-prior predictive rule that attains asymptotically minimax worst-case coding regret.
Lag windowingA stabilization technique that windows autocorrelation lags before estimating linear-prediction coefficients, thereby smoothing the power spectrum.
Lanczos resamplingSignal resampling by convolution with a finite-windowed sinc kernel.
Linear programming decodingError-correcting-code decoding by relaxing maximum-likelihood integer constraints to a tractable linear program over a codeword polytope approximation.
Log Gabor filterA band-pass signal filter whose transfer function is Gaussian on a logarithmic frequency axis, providing no DC component and flexible bandwidth for localized multi-scale analysis.
Log-Sum InequalityFor nonnegative sequences aᵢ and bᵢ with totals A and B, the inequality ∑aᵢ log(aᵢ/bᵢ) ≥ A log(A/B), under standard zero conventions, with equality when the positive ratios aᵢ/bᵢ are constant.
Low-Density Parity-Check CodeA linear error-correcting block code specified by sparse parity-check constraints on its valid codewords.
Lulu smoothingA nonlinear sequence smoother built from alternating local lower and upper envelope operators that remove impulsive noise while preserving step structure.
Mean square quantization errorEvaluate a quantizer by averaging the squared difference between each input and its reconstruction value under a declared input distribution, making large reconstruction deviations contribute quadratically.
Min-entropy—The negative logarithm of the largest outcome probability, measuring worst-case single-guess unpredictability as the order-infinity Rényi entropy.
Modified Discrete Cosine TransformMap each 50%-overlapped real-signal block to a critically sampled cosine-coefficient block so that the apparent time-domain aliasing of each inverse block cancels when adjacent, compatibly windowed blocks are overlapped and added.
Modified Wigner distribution functionA member of a modified quadratic time–frequency representation family designed to suppress the interference cross-terms of the Wigner distribution while retaining useful concentration.
Motion interpolationSynthesize temporally intermediate video frames by estimating motion between observed frames, mapping content toward the target time, and resolving occlusion and newly visible regions to increase temporal sampling.
Noisy-channel coding theoremBelow a noisy channel's capacity, suitable long codes can make decoding error arbitrarily small.
Non-separable waveletA multidimensional wavelet whose analyzing function or filter bank cannot be factored into tensor products of lower-dimensional wavelets.
Nonrecursive (FIR) FilterA causal discrete-time linear filter realized as a finite weighted sum of current and delayed input samples, with no previous-output feedback, so its finite tap vector completely determines both impulse and frequency response.
OversamplingSampling a signal substantially above its Nyquist rate to ease antialias filtering, distribute quantization noise and improve effective resolution after filtering or decimation.
Parity-Check MatrixA finite-field matrix whose linear check equations have exactly a specified linear code as their kernel and whose action on a received word yields an error syndrome.
Parvaresh–Vardy codeAn algebraic error-correcting code that encodes correlated polynomial evaluations so received words can be efficiently list-decoded beyond the Reed–Solomon radius.
Permutation CodeA codebook formed from permutations of n distinct symbols, equipped with a distance and minimum-separation requirement for detecting or correcting channel errors.
Phase responseThe frequency-dependent phase difference between a system's sinusoidal output and input, forming the angular component of its complex transfer function.
Polar code (coding theory)A linear error-correcting code that recursively transforms channels into nearly perfect and nearly useless bit-channels, placing information only on the reliable ones.
Polyphase matrixA matrix of polyphase filter components that represents a multirate filter bank, making downsampling structure, perfect reconstruction and efficient implementation algebraically explicit.
Quantum Game TheoryA strategic-interaction framework in which admissible strategies are quantum operations or measurements on specified quantum systems, with measurement-induced outcome probabilities and payoffs compared against a protocol-matched classical strategy set.
Quantum Mutual InformationIn quantum information theory, quantum mutual information (QMI), or von Neumann mutual information, after John von Neumann, is a measure of correlation between subsystems of quantum state.
Quantum OperationA completely positive, trace-nonincreasing linear transformation of quantum states whose output trace is the process or outcome probability and whose normalized output is the corresponding conditional state.
Quantum Relative EntropyThe asymmetric quantum divergence Tr[ρ(logρ−logσ)], finite under support inclusion and monotone under quantum channels, comparing an ordered pair of density operators.
Raptor codeIn computer science, Raptor codes (rapid tornado; see Tornado codes) are the first known class of fountain codes with linear time encoding and decoding.
Rectangular functionA piecewise-constant pulse equal to one on a centered finite interval and zero outside, with a convention-dependent value at the endpoints.
Relay channelAn information-theoretic channel with a source, a causally acting relay, and a destination, whose joint channel law determines what cooperation can achieve.
Repetition CodeA block code that maps each symbol to a constant run of copies, trading rate for distance-based error recovery.
Sampling (signal processing)The representation of a continuous-domain signal by values taken at discrete time, space or other-domain locations.
Sequential decodingA variable-effort tree-search method for approximately maximum-likelihood decoding long convolutional or tree codes using far less memory than exhaustive trellis decoding.
Set redundancy compressionCompression that exploits shared structure across a collection of related data objects rather than encoding each object independently.
Shannon capacity of a graph—A graph invariant giving the asymptotic zero-error information rate of a confusability graph under repeated independent channel uses.
Shannon–Fano–Elias coding—A prefix-coding construction that chooses codewords from binary expansions of cumulative-probability midpoints.
Signal averagingThe recovery of a repeatable signal by aligning repeated observations and averaging them so uncorrelated zero-mean noise cancels.
Signal QuantizationAssigning signal values to defined decision cells and recoverable representatives, with distortion assessed separately from the mapping.
Sophistication (complexity theory)An algorithmic-information measure of the shortest model in which a string is a typical member at a declared significance tolerance.
Sparse Graph CodeAn error-correcting code whose sparse graph defines local parity-check or redundant-symbol generation relations for recovery under a stated error or erasure model.
Time–frequency analysisRepresent a nonstationary signal jointly over time and frequency so changing spectral content, transients, and localization tradeoffs remain visible instead of being collapsed into one global spectrum.
Total variation denoisingA signal-reconstruction method that balances fidelity to observed data against a penalty on total variation so noise is reduced while sharp edges are retained.
Trellis (graph)A trellis is a graph whose nodes are ordered into vertical slices (time) with every node at almost every time connected to at least one node at an earlier and at least one node at a later time.
Typical set—The high-probability set of long source sequences whose per-symbol information is close to the source entropy.
Variable bitrateAn encoding mode that varies the number of bits assigned per time segment so complex content receives more data and simple content less at a targeted quality or average rate.
Wigner distribution functionRepresent a signal or quantum state bilinearly over a conjugate-variable plane, preserving informative marginals and covariance while accepting negative values or interference cross-terms.
Wozencraft ensembleAn explicit finite ensemble of rate-one-half linear codes over a finite field in which almost every member asymptotically meets the Gilbert–Varshamov distance bound.
Z-transformRepresent a discrete-time sequence by a Laurent series in a complex variable together with its region of convergence, enabling shifts, convolution, recurrences, spectra, and system behavior to be analyzed algebraically.
Zyablov BoundA proved achievability guarantee giving the binary rate–distance curve attainable by optimized single-level concatenated codes.
Zémor's Decoding AlgorithmAn alternating hard-decision decoder for Zémor expander codes that repeatedly projects all local edge words on one side of a regular bipartite graph to a nearest component-code word, then switches sides, with spectral expansion giving a logarithmic-round error-correction guarantee.