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Normalized compression distance information


Normalized compression distance (NCD) is a way of measuring the similarity between two objects, be it two documents, two letters, two emails, two music scores, two languages, two programs, two pictures, two systems, two genomes, to name a few. Such a measurement should not be application dependent or arbitrary. A reasonable definition for the similarity between two objects is how difficult it is to transform them into each other.

It can be used in information retrieval and data mining for cluster analysis.

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Normalized compression distance

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Normalized compression distance (NCD) is a way of measuring the similarity between two objects, be it two documents, two letters, two emails, two music...

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Metric space

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d(X)=\max(X)-\min(X)} . More complex examples are information distance in multisets; and normalized compression distance (NCD) in multisets. Acoustic metric – Tensor characterizing...

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Normalized Google distance

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semantics supplied by Google. The normalized Google distance is derived from the earlier normalized compression distance. Namely, objects can be given literally...

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Information distance

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in. It is applied in the normalized compression distance and the normalized Google distance. Formally the information distance I D ( x , y ) {\displaystyle...

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NCD

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Non-convergent discourse, an asymmetricly bilingual conversation Normalized compression distance, in statistics and information theory Nearly completely decomposable...

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Semantic similarity

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allows to capture high frequency events. Open source NCD (normalized compression distance) ESA (explicit semantic analysis) based on Wikipedia and the...

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Word2vec

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language models Vector space model Thought vector fastText GloVe Normalized compression distance Mikolov, Tomas; et al. (2013). "Efficient Estimation of Word...

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Phylogenetics

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(using an approximation to Kolmogorov complexity) or NCD (normalized compression distance), Li et al., Cilibrasi and Vitanyi. Phylogenetic tools and...

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7z

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greater compression: For x86, ARM, PowerPC (PPC), IA-64 Itanium, and ARM Thumb processors, jump targets are 'normalized' before compression by changing...

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List of computer scientists

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Vitanyi – Kolmogorov complexity, Information distance, Normalized compression distance, Normalized Google distance Andrew Viterbi – Viterbi algorithm Jeffrey...

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List of algorithms

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data compression well suited for image compression (sometimes also video compression and audio compression) Transform coding: type of data compression for...

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ZPEG

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continuous quality-scale (SSCQS) normalized metric Mean Opinion Score (MOS), the overall DSCQS score is normalized to the range (−100, 100) and is termed...

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Chirp compression

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The chirp pulse compression process transforms a long duration frequency-coded pulse into a narrow pulse of greatly increased amplitude. It is a technique...

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Structural similarity index measure

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is not a distance function. However, under certain conditions, SSIM may be converted to a normalized root MSE measure, which is a distance function....

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Optical flow

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normalized cross-power spectrum Block-based methods – minimizing sum of squared differences or sum of absolute differences, or maximizing normalized cross-correlation...

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Chirp

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derivative of phase, with the instantaneous ordinary frequency, f, being its normalized version: ω ( t ) = d ϕ ( t ) d t , f ( t ) = ω ( t ) 2 π {\displaystyle...

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Deep vein thrombosis

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increase DVT risk in long-distance travelers Clarke MJ, Broderick C, Hopewell S, Juszczak E, Eisinga A (April 2021). "Compression stockings for preventing...

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Correlation function

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Probability distributions defined on a finite number of points can always be normalized, but when these are defined over continuous spaces, then extra care is...

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Mutual information

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Among these are normalized variants and generalizations to more than two variables. Many applications require a metric, that is, a distance measure between...

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Image segmentation

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Another technique that is based on motion is rigid motion segmentation. Compression based methods postulate that the optimal segmentation is the one that...

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Cluster analysis

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recognition, image analysis, information retrieval, bioinformatics, data compression, computer graphics and machine learning. Cluster analysis refers to a...

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Compressibility factor

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In thermodynamics, the compressibility factor (Z), also known as the compression factor or the gas deviation factor, describes the deviation of a real...

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Kolmogorov complexity

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golf Data compression Descriptive complexity theory Grammar induction Inductive reasoning Kolmogorov structure function Levenshtein distance Solomonoff's...

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