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Complexity measure information


Complexity measure / measure of complexity may refer to any measure defined in various branches of complexity theory, specifically:

  • in Computational complexity theory
    • Blum axioms
    • Programming complexity
      • Halstead complexity measures
      • Cyclomatic complexity
      • Time complexity
      • Parametrized complexity
  • in complex systems theory and applications
    • Forecasting complexity
    • Effective complexity
    • Kolmogorov complexity, a measure of algorithmic complexity
    • Self-dissimilarity
  • in information theory
    • Information fluctuation complexity
  • in model theory
    • U-rank
  • in statistical learning theory / computational learning theory
    • VC dimension
    • Rademacher complexity
  • in linguistics/computer linguistics
    • linguistic sequence complexity
  • in computer networks
    • network complexity

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Complexity measure

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Complexity measure / measure of complexity may refer to any measure defined in various branches of complexity theory, specifically: in Computational complexity...

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Cyclomatic complexity

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Cyclomatic complexity is a software metric used to indicate the complexity of a program. It is a quantitative measure of the number of linearly independent...

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Complexity

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system and has been used as a measure of complexity in many diverse fields. In information processing, complexity is a measure of the total number of properties...

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Computational complexity theory

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their computational complexity, i.e., the amount of resources needed to solve them, such as time and storage. Other measures of complexity are also used, such...

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Halstead complexity measures

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Halstead complexity measures are software metrics introduced by Maurice Howard Halstead in 1977 as part of his treatise on establishing an empirical science...

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Kolmogorov complexity

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as output. It is a measure of the computational resources needed to specify the object, and is also known as algorithmic complexity, Solomonoff–Kolmogorov–Chaitin...

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Game complexity

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Combinatorial game theory measures game complexity in several ways: State-space complexity (the number of legal game positions from the initial position)...

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Distributed computing

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systems, a central complexity measure is the number of synchronous communication rounds required to complete the task. This complexity measure is closely related...

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Standard cell

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for instance in CMOS, a common technology-independent metric for complexity measure is gate equivalents (GE). Integrated Circuits Circuit Design Semiconductor...

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Rademacher complexity

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(machine learning and theory of computation), Rademacher complexity, named after Hans Rademacher, measures richness of a class of sets with respect to a probability...

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Economic Complexity Index

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The Economic Complexity Index (ECI) is a holistic measure of the productive capabilities of large economic systems, usually cities, regions, or countries...

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Blum axioms

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computational complexity theory the Blum axioms or Blum complexity axioms are axioms that specify desirable properties of complexity measures on the set...

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Gate equivalent

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equivalent (GE) stands for a unit of measure which allows specifying manufacturing-technology-independent complexity of digital electronic circuits. For...

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Ripple effect

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applied in computer science within the field of software metrics as a complexity measure. In October 2017, according to The New York Times[circular reference]...

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Complexity class

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In computational complexity theory, a complexity class is a set of computational problems "of related resource-based complexity". The two most commonly...

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Decision tree model

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In computational complexity the decision tree model is the model of computation in which an algorithm is considered to be basically a decision tree, i...

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Effective complexity

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Effective complexity is a measure of complexity defined in a 1996 paper by Murray Gell-Mann and Seth Lloyd that attempts to measure the amount of non-random...

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Algorithmic complexity

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generate it. Solomonoff–Kolmogorov–Chaitin complexity, the most widely used such measure. In computational complexity theory, although it would be a non-formal...

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Programming complexity

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to measure the state of software, eventually concluding that the only practical solution is to use deterministic complexity models. The complexity of...

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Algorithmic information theory

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algorithmic complexity, algorithmic randomness, and algorithmic probability. Algorithmic information theory principally studies complexity measures on strings...

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Computational complexity

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is the number of entry comparisons. This is generally a good measure of the time complexity if data are suitably organized. It is impossible to count the...

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Complexity economics

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Harvard economist Ricardo Hausmann introduced a spectral method to measure the complexity of a country's economy by inferring it from the structure of the...

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Essential complexity

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Essential complexity is a numerical measure defined by Thomas J. McCabe, Sr., in his highly cited, 1976 paper better known for introducing cyclomatic...

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Nelson complexity index

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The Nelson complexity index (NCI) is a measure to compare the secondary conversion capacity of a petroleum refinery with the primary distillation capacity...

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Symbolic regression

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ensure the models accurately predict the data), but also special complexity measures, thus ensuring that the resulting models reveal the data's underlying...

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Circuit complexity

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In theoretical computer science, circuit complexity is a branch of computational complexity theory in which Boolean functions are classified according...

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Speed prior

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The speed prior is a complexity measure similar to Kolmogorov complexity, except that it is based on computation speed as well as program length. The...

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