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COMPLEXITY THEORY

  • Complexity theory
  • Topics referred to by the same term

    Complexity theory may refer to: Computational complexity theory, a field in theoretical computer science and mathematics Assembly theory, to quantify the

    Complexity theory

    Complexity_theory

  • Computational complexity theory
  • Inherent difficulty of computational problems

    In theoretical computer science and mathematics, computational complexity theory focuses on classifying computational problems according to their resource

    Computational complexity theory

    Computational_complexity_theory

  • Kolmogorov complexity
  • Measure of algorithmic complexity

    In algorithmic information theory (a subfield of computer science and mathematics), the Kolmogorov complexity of an object, such as a piece of text, is

    Kolmogorov complexity

    Kolmogorov complexity

    Kolmogorov_complexity

  • Complexity
  • Feature of systems that defy description

    various scales is the main goal of complex systems theory. The intuitive criterion of complexity can be formulated as follows: a system would be more

    Complexity

    Complexity

  • Quantum complexity theory
  • Computational complexity of quantum algorithms

    Quantum complexity theory is the subfield of computational complexity theory that deals with complexity classes defined using quantum computers, a computational

    Quantum complexity theory

    Quantum_complexity_theory

  • Complexity theory and organizations
  • Application of complexity theory to strategy

    Complexity theory and organizations, also called complexity strategy or complex adaptive organizations, is the use of the study of complexity systems

    Complexity theory and organizations

    Complexity_theory_and_organizations

  • Complexity class
  • Set of problems in computational complexity theory

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

    Complexity class

    Complexity class

    Complexity_class

  • Descriptive complexity theory
  • Branch of mathematical logic

    Descriptive complexity is a branch of computational complexity theory and of finite model theory that characterizes complexity classes by the type of logic

    Descriptive complexity theory

    Descriptive_complexity_theory

  • Geometric complexity theory
  • Classification of computer problems

    Geometric complexity theory (GCT), is a research program in computational complexity theory proposed by Ketan Mulmuley and Milind Sohoni. The goal of

    Geometric complexity theory

    Geometric_complexity_theory

  • Computational complexity
  • Amount of resources to perform an algorithm

    the study of the complexity of problems is called computational complexity theory. Both areas are highly related, as the complexity of an algorithm is

    Computational complexity

    Computational_complexity

  • Social complexity
  • Conceptual framework

    usage of the term complexity specifically refers to sociologic theories of society as a complex adaptive system, however, social complexity and its emergent

    Social complexity

    Social complexity

    Social_complexity

  • Time complexity
  • Estimate of time taken for running an algorithm

    the time complexity is the computational complexity that describes the amount of computer time it takes to run an algorithm. Time complexity is commonly

    Time complexity

    Time complexity

    Time_complexity

  • Space complexity
  • Computer memory needed by an algorithm

    complexity theory – Inherent difficulty of computational problems Computational resource – Aspect of computational complexity theory Time complexity –

    Space complexity

    Space_complexity

  • Circuit complexity
  • Model of computational complexity

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

    Circuit complexity

    Circuit complexity

    Circuit_complexity

  • Scott Aaronson
  • American computer scientist (born 1981)

    Texas at Austin. His primary areas of research are computational complexity theory and quantum computing. Aaronson grew up in the United States, though

    Scott Aaronson

    Scott Aaronson

    Scott_Aaronson

  • Cognitive complexity
  • Concept in psychology

    psychology, organisational theory and human–computer interaction. First proposed by James Bieri in 1955 with Cognitive complexity-simplicity and predictive

    Cognitive complexity

    Cognitive complexity

    Cognitive_complexity

  • Theoretical computer science
  • Subfield of computer science and mathematics

    computational complexity, parallel and distributed computation, probabilistic computation, quantum computation, automata theory, information theory, cryptography

    Theoretical computer science

    Theoretical computer science

    Theoretical_computer_science

  • Complex system
  • System composed of many interacting components

    (2003). "Theories of complexity". Complexity. 8 (3): 19–30. Bibcode:2003Cmplx...8c..19C. doi:10.1002/cplx.10059. Walter Clemens, Jr., Complexity Science

    Complex system

    Complex_system

  • List of theorems
  • (computational complexity theory, structural complexity theory) Cook's theorem (computational complexity theory) Fagin's theorem (computational complexity theory) Full

    List of theorems

    List_of_theorems

  • Parameterized complexity
  • Branch of computational complexity theory

    In computer science, parameterized complexity is a branch of computational complexity theory that focuses on classifying computational problems according

    Parameterized complexity

    Parameterized_complexity

  • Structural complexity theory
  • computational complexity theory of computer science, the structural complexity theory or simply structural complexity is the study of complexity classes, rather

    Structural complexity theory

    Structural complexity theory

    Structural_complexity_theory

  • NP (complexity)
  • Complexity class used to classify decision problems

    problems in computer science In computational complexity theory, NP (nondeterministic polynomial time) is a complexity class used to classify decision problems

    NP (complexity)

    NP (complexity)

    NP_(complexity)

  • Self-complexity
  • to self-complexity theory, an individual who has a number of self-aspects that are unique in their attributes will have greater self-complexity than one

    Self-complexity

    Self-complexity

  • Complexity economics
  • Application of complexity science to economics

    Complexity economics, or economic complexity, is the application of complexity science to the problems of economics. It relaxes several common assumptions

    Complexity economics

    Complexity_economics

  • Probabilistically checkable proof
  • Proof checkable by a randomized algorithm

    In computational complexity theory, a probabilistically checkable proof (PCP) is a type of proof that can be checked by a randomized algorithm using a

    Probabilistically checkable proof

    Probabilistically_checkable_proof

  • Russell Impagliazzo
  • American computer scientist

    University of California, San Diego, specializing in computational complexity theory. Impagliazzo received a BA in mathematics from Wesleyan University

    Russell Impagliazzo

    Russell Impagliazzo

    Russell_Impagliazzo

  • Complex dynamic systems theory
  • Theory in second language acquisition

    theory was recommended by Kees de Bot to refer to both complexity theory and dynamic systems theory. Numerous labels such as chaos theory, complexity

    Complex dynamic systems theory

    Complex_dynamic_systems_theory

  • Proof complexity
  • Field in logic and theoretical computer science

    theoretical computer science, and specifically proof theory and computational complexity theory, proof complexity is the field aiming to understand and analyse

    Proof complexity

    Proof_complexity

  • Ultrafinitism
  • Concept in the philosophy of mathematics

    are based on complexity theory, like Samuel Buss's bounded arithmetic theories, which capture mathematics associated with various complexity classes like

    Ultrafinitism

    Ultrafinitism

  • Game complexity
  • Notion in combinatorial game theory

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

    Game complexity

    Game_complexity

  • P (complexity)
  • Class of problems solvable in polynomial time

    In computational complexity theory, P, also known as PTIME or DTIME(nO(1)), is a fundamental complexity class. It contains all decision problems that can

    P (complexity)

    P_(complexity)

  • Ryan Williams (computer scientist)
  • American computer scientist (born 1969)

    American theoretical computer scientist working in computational complexity theory and algorithms. Williams graduated from the Alabama School of Mathematics

    Ryan Williams (computer scientist)

    Ryan Williams (computer scientist)

    Ryan_Williams_(computer_scientist)

  • Theory of computation
  • Academic subfield of computer science

    three major branches: automata theory and formal languages, computability theory, and computational complexity theory, which are linked by the question:

    Theory of computation

    Theory_of_computation

  • Integrative complexity
  • Research psychometric

    Integrative complexity is a research psychometric that refers to the degree to which thinking and reasoning involve the recognition and integration of

    Integrative complexity

    Integrative complexity

    Integrative_complexity

  • Strategy
  • Discipline for achieving objectives against unpredictability, complexity, and ambiguity

    strategy based on a "theory of the business" or natural extension of the mindset or ideological perspective of the organization. Complexity theorists define

    Strategy

    Strategy

  • PP (complexity)
  • Class of problems in computer science

    In complexity theory, PP, or PPT is the class of decision problems solvable by a probabilistic Turing machine in polynomial time, with an error probability

    PP (complexity)

    PP (complexity)

    PP_(complexity)

  • NC (complexity)
  • Class in computational complexity theory

    {P}}} ⁠ More unsolved problems in computer science In computational complexity theory, the class NC (for Nick's class) is the set of decision problems decidable

    NC (complexity)

    NC_(complexity)

  • Communication complexity
  • Complexity of sending information in a distributed algorithm

    of communication. Note that, unlike in computational complexity theory, communication complexity is not concerned with the amount of computation performed

    Communication complexity

    Communication_complexity

  • Manuel Blum
  • Venezuelan computer scientist

    recognition of his contributions to the foundations of computational complexity theory and its application to cryptography and program checking". Blum was

    Manuel Blum

    Manuel Blum

    Manuel_Blum

  • The Complexity of Songs
  • 1977 scholarly article by Donald Knuth

    Complexity of Songs" is a scholarly article by computer scientist Donald Knuth published in 1977 as an in-joke about computational complexity theory.

    The Complexity of Songs

    The_Complexity_of_Songs

  • Complex adaptive system
  • System whose behavior is not automatically predictable from its parts

    of hard complexity theories include complex adaptive systems (CAS) and viability theory, and a class of softer theory is Viable System Theory. Many of

    Complex adaptive system

    Complex_adaptive_system

  • Peter Bürgisser
  • Swiss mathematician and theoretical computer scientist

    computer scientist who deals with algorithmic algebra and algebraic complexity theory. Bürgisser received in 1990 his doctorate from the University of Konstanz

    Peter Bürgisser

    Peter Bürgisser

    Peter_Bürgisser

  • L (complexity)
  • Complexity class (logarithmic space)

    In computational complexity theory, L (also known as LSPACE, LOGSPACE or DLOGSPACE) is the complexity class containing decision problems that can be solved

    L (complexity)

    L (complexity)

    L_(complexity)

  • Church–Turing thesis
  • Thesis on the nature of computability

    (Church–Turing thesis (complexity theory)). These variations are not due to Church or Turing, but arise from later work in complexity theory and digital physics

    Church–Turing thesis

    Church–Turing_thesis

  • Arthur–Merlin protocol
  • Interactive proof system in computational complexity theory

    In computational complexity theory, an Arthur–Merlin protocol, introduced by Babai (1985), is an interactive proof system in which the verifier's coin

    Arthur–Merlin protocol

    Arthur–Merlin_protocol

  • Randomized algorithm
  • Algorithm that employs a degree of randomness as part of its logic or procedure

    algorithm repeatedly till a correct answer is obtained. Computational complexity theory models randomized algorithms as probabilistic Turing machines. Both

    Randomized algorithm

    Randomized_algorithm

  • Sophistication (complexity theory)
  • Measure of complexity regarding algorithmic entropy

    algorithmic information theory, sophistication is a measure of complexity related to algorithmic entropy. When K is the Kolmogorov complexity and c is a constant

    Sophistication (complexity theory)

    Sophistication_(complexity_theory)

  • Automata theory
  • Study of abstract machines and automata

    of arbitrary complexity. Structure theory deals with the "loop-free" realizability of machines. The theory of computational complexity also took shape

    Automata theory

    Automata theory

    Automata_theory

  • P versus NP problem
  • Unsolved problem in computer science

    The relation between the complexity classes P and NP is studied in computational complexity theory, the part of the theory of computation dealing with

    P versus NP problem

    P_versus_NP_problem

  • Stephen Cook
  • American-Canadian computer scientist, contributor to complexity theory

    who has made significant contributions to the fields of complexity theory and proof complexity. He is a university professor emeritus at the University

    Stephen Cook

    Stephen Cook

    Stephen_Cook

  • Ketan Mulmuley
  • Professor of computer science

    science, especially computational complexity theory, and in recent years has been working on "geometric complexity theory", an approach to the P versus NP

    Ketan Mulmuley

    Ketan_Mulmuley

  • Virginia Vassilevska Williams
  • Theoretical computer scientist

    scientist and mathematician known for her research in computational complexity theory and algorithms. She is currently the Steven and Renee Finn Career

    Virginia Vassilevska Williams

    Virginia Vassilevska Williams

    Virginia_Vassilevska_Williams

  • BPP (complexity)
  • Concept in computer science

    In computational complexity theory, a branch of computer science, bounded-error probabilistic polynomial time (BPP) is the class of decision problems

    BPP (complexity)

    BPP_(complexity)

  • Fagin's theorem
  • Existential second order logic captures NP

    oldest result of descriptive complexity theory, a branch of computational complexity theory that characterizes complexity classes in terms of logic-based

    Fagin's theorem

    Fagin's_theorem

  • Negligible function
  • Mathematical function

    {\displaystyle \mathbb {N} } ) are a superset of negligible functions. In complexity-based modern cryptography, a security scheme is provably secure if the

    Negligible function

    Negligible_function

  • Asymptotic computational complexity
  • Measurement of computational complexity

    computational complexity theory, asymptotic computational complexity is the use of asymptotic analysis for the estimation of the computational complexity of algorithms

    Asymptotic computational complexity

    Asymptotic_computational_complexity

  • William Gasarch
  • American computer scientist

    for his work in computational complexity theory, computability theory, computational learning theory, and Ramsey theory. He is currently a professor at

    William Gasarch

    William Gasarch

    William_Gasarch

  • Element distinctness problem
  • In computational complexity theory, the element distinctness problem or element uniqueness problem is the problem of determining whether all the elements

    Element distinctness problem

    Element_distinctness_problem

  • Average-case complexity
  • Algorithm characteristic in computations

    In computational complexity theory, the average-case complexity of an algorithm is the amount of some computational resource (typically time) used by the

    Average-case complexity

    Average-case_complexity

  • Implicit computational complexity
  • Implicit computational complexity (ICC) is a subfield of computational complexity theory that characterizes programs by constraints on the way in which

    Implicit computational complexity

    Implicit_computational_complexity

  • Certificate (complexity)
  • String that certifies the answer to a computation

    In computational complexity theory, a certificate (also called a witness) is a string that certifies the answer to a computation, or certifies the membership

    Certificate (complexity)

    Certificate_(complexity)

  • Reduction (complexity)
  • Transformation of one computational problem to another

    In computability theory and computational complexity theory, a reduction is an algorithm for transforming one problem into another problem. A sufficiently

    Reduction (complexity)

    Reduction (complexity)

    Reduction_(complexity)

  • Graph isomorphism problem
  • Unsolved problem in computational complexity theory

    problem (retrieved June 28, 2017) "Mathematician claims breakthrough in complexity theory". Science. November 10, 2015. Babai (2015) Video of first 2015 lecture

    Graph isomorphism problem

    Graph isomorphism problem

    Graph_isomorphism_problem

  • NL (complexity)
  • Computational complexity

    in computer science In computational complexity theory, NL (Nondeterministic Logarithmic-space) is the complexity class containing decision problems that

    NL (complexity)

    NL_(complexity)

  • W. Brian Arthur
  • American economist

    California for many years. He is an authority on economics in relation to complexity theory, technology and financial markets. He has been on the external faculty

    W. Brian Arthur

    W. Brian Arthur

    W._Brian_Arthur

  • Martin Grohe
  • German mathematician and computer scientist

    parameterized complexity, mathematical logic, finite model theory, the logic of graphs, database theory, descriptive complexity theory, and graph neural

    Martin Grohe

    Martin_Grohe

  • Computational complexity of matrix multiplication
  • Algorithmic runtime requirements for matrix multiplication

    Computational Complexity. TR11-067. Raz, Ran (2002). "On the complexity of matrix product". Proceedings of the thiry-fourth annual ACM symposium on Theory of computing

    Computational complexity of matrix multiplication

    Computational_complexity_of_matrix_multiplication

  • Turing Award
  • American annual computer science prize

    June 3, 2015. Homer, Steven and Alan L. (2001). Computability and Complexity Theory. Springer. p. 35. ISBN 978-0-387-95055-6. Archived from the original

    Turing Award

    Turing Award

    Turing_Award

  • Turing machine
  • Computation model defining an abstract machine

    yielded many insights into computer science, computability theory, and complexity theory. In his 1948 essay, "Intelligent Machinery", Turing wrote that

    Turing machine

    Turing machine

    Turing_machine

  • Avi Wigderson
  • Israeli computer scientist and mathematician

    States of America. His research interests include complexity theory, parallel algorithms, graph theory, cryptography, and distributed computing. Wigderson

    Avi Wigderson

    Avi Wigderson

    Avi_Wigderson

  • Sylvia Walby
  • British sociologist (born 1953)

    sociologist and social scientist known for her work in social and complexity theory, gender regimes and patriarchy, violence and society - including domestic

    Sylvia Walby

    Sylvia Walby

    Sylvia_Walby

  • John Urry (sociologist)
  • British sociologist (1946–2016)

    of complexity theory for the social sciences. Publications here include Global Complexity (2003), and "Complexity", a special double issue of Theory, Culture

    John Urry (sociologist)

    John Urry (sociologist)

    John_Urry_(sociologist)

  • Algorithmic information theory
  • Subfield of information theory and computer science

    complexity follows (in the self-delimited case) the same inequalities (except for a constant) that entropy does, as in classical information theory;

    Algorithmic information theory

    Algorithmic_information_theory

  • Finite model theory
  • Branch of logic

    need a theory of finite structures." Thus the main application areas of finite model theory are: descriptive complexity theory, database theory and formal

    Finite model theory

    Finite_model_theory

  • Enumeration
  • Ordered listing of items in collection

    enumeration has also been studied from the point of view of computational complexity theory for various tasks in the context of enumeration algorithms. Ordinal

    Enumeration

    Enumeration

  • PCP theorem
  • Theorem in computational complexity theory

    computational complexity theory, the PCP theorem (also known as the PCP characterization theorem) states that every decision problem in the NP complexity class

    PCP theorem

    PCP_theorem

  • Formal language
  • Sequence of words formed by specific rules

    languages). In computational complexity theory, decision problems are typically defined as formal languages, and complexity classes are defined as the sets

    Formal language

    Formal language

    Formal_language

  • Systems theory
  • Interdisciplinary study of systems

    theory List of types of systems theory Autonomous agency theory Bibliography of sociology Cellular automata Chaos theory Complexity Dependency theory

    Systems theory

    Systems_theory

  • Cyclomatic complexity
  • Measure of the structural complexity of a software program

    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

    Cyclomatic complexity

    Cyclomatic_complexity

  • List of computability and complexity topics
  • This is a list of computability and complexity topics, by Wikipedia page. Computability theory is the part of the theory of computation that deals with what

    List of computability and complexity topics

    List_of_computability_and_complexity_topics

  • Shmuel Safra
  • Israeli computer scientist

    Jerusalem. Safra's research areas include complexity theory and automata theory. His work in complexity theory includes the classification of approximation

    Shmuel Safra

    Shmuel_Safra

  • RP (complexity)
  • Randomized polynomial time class of computational complexity theory

    In computational complexity theory, randomized polynomial time (RP) is the complexity class of decision problems for which a probabilistic Turing machine

    RP (complexity)

    RP_(complexity)

  • Low-complexity art
  • Concept of art that can be described by a computer program

    "Low-Complexity Art". Leonardo. 30 (2): 97–103. doi:10.2307/1576418. JSTOR 1576418. S2CID 18741604. Schmidhuber, Jürgen (2012). "A Formal Theory of Creativity

    Low-complexity art

    Low-complexity_art

  • Existential theory of the reals
  • Quantified formulas with real-number variables

    In mathematical logic, computational complexity theory, and computer science, the existential theory of the reals is the set of all true sentences of

    Existential theory of the reals

    Existential_theory_of_the_reals

  • Decision problem
  • Yes/no problem in computer science

    In computability theory and computational complexity theory, a decision problem is a computational problem that can be posed as a yes–no question on a

    Decision problem

    Decision problem

    Decision_problem

  • Outline of algorithms
  • Overview of and topical guide to algorithms

    computational complexity theory Juris Hartmanis — computational complexity theory Richard E. Stearns — computational complexity theory Avi Wigderson —

    Outline of algorithms

    Outline_of_algorithms

  • Toda's theorem
  • The polynomial hierarchy is contained in probabilistic Turing machine in polynomial time

    Toda's theorem is a result in computational complexity theory that was proven by Seinosuke Toda in his paper "PP is as Hard as the Polynomial-Time Hierarchy"

    Toda's theorem

    Toda's_theorem

  • Vijay Vazirani
  • Indian American professor of computer science (born 1957)

    algorithms, together with work on computational complexity theory, cryptography, and algorithmic game theory. During the 1980s, he made seminal contributions

    Vijay Vazirani

    Vijay Vazirani

    Vijay_Vazirani

  • Low (complexity)
  • In computational complexity theory, a language B (or a complexity class B) is said to be low for a complexity class A (with some reasonable relativized

    Low (complexity)

    Low_(complexity)

  • Boolean circuit
  • Model of computation

    In computational complexity theory and circuit complexity, a Boolean circuit is a mathematical model for combinational digital logic circuits. A formal

    Boolean circuit

    Boolean circuit

    Boolean_circuit

  • Juris Hartmanis
  • American computer scientist (1928–2022)

    which established the foundations for the field of computational complexity theory". Hartmanis was born in Latvia on July 5, 1928. He was a son of Mārtiņš

    Juris Hartmanis

    Juris Hartmanis

    Juris_Hartmanis

  • Exponential time hypothesis
  • Unproven computational hardness assumption

    In computational complexity theory, the exponential time hypothesis or ETH is an unproven computational hardness assumption that was formulated by Impagliazzo

    Exponential time hypothesis

    Exponential_time_hypothesis

  • Hamiltonian complexity
  • Hamiltonian complexity or quantum Hamiltonian complexity is a topic which deals with problems in quantum complexity theory and condensed matter physics

    Hamiltonian complexity

    Hamiltonian_complexity

  • DLIN
  • In computational complexity theory, DLIN is the class of decision problems that can be solved by a multitape Turing machine in linear time, O(n). It is

    DLIN

    DLIN

  • Lempel–Ziv complexity
  • Complexity measure in computer science

    The Lempel–Ziv complexity is a measure that was first presented in the article On the Complexity of Finite Sequences (IEEE Trans. On IT-22,1 1976), by

    Lempel–Ziv complexity

    Lempel–Ziv_complexity

  • Blum axioms
  • Axioms in computational complexity theory

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

    Blum axioms

    Blum_axioms

  • Department of Computer Science (University of Toronto)
  • Academic department of the University of Toronto

    faculty known for their contributions to fields such as computational complexity theory and artificial intelligence. University professor emeritus Stephen

    Department of Computer Science (University of Toronto)

    Department of Computer Science (University of Toronto)

    Department_of_Computer_Science_(University_of_Toronto)

  • Padding argument
  • Proof technique in computational complexity theory

    In computational complexity theory, the padding argument is a tool to conditionally prove that if some complexity classes are equal, then some other bigger

    Padding argument

    Padding_argument

  • Computational complexity of mathematical operations
  • Algorithmic runtime requirements for common math procedures

    the computational complexity of various algorithms for common mathematical operations. Here, complexity refers to the time complexity of performing computations

    Computational complexity of mathematical operations

    Computational complexity of mathematical operations

    Computational_complexity_of_mathematical_operations

  • Model of computation
  • Mathematical model describing how an output of a function is computed given an input

    computer science, and more specifically in computability theory and computational complexity theory, a model of computation is a model that describes how

    Model of computation

    Model_of_computation

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