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Information causality is a physical principle suggested in 2009. Information causality states that the information gain a receiver (Bob) can reach about
Information_causality
Statistical hypothesis test for forecasting
The Granger causality test is a statistical hypothesis test for determining whether one time series is useful in forecasting another, first proposed in
Granger_causality
How one process influences another
Causality is an influence by which one event, process, state, or subject (i.e., a cause) contributes to the production of another event, process, state
Causality
Theoretical paradox resulting from time travel
free will causality paradoxes exemplified by the Newcomb paradox. A causal loop, also known as a bootstrap paradox, information loop, information paradox
Temporal_paradox
Physics of the cause–effect relation
atomic level. The strong causality principle forbids information transfer faster than the speed of light; the weak causality principle operates at the
Causality_(physics)
Mathematical technique in physics
but the two phenomena are distinct. Philosophical efforts to understand causality extend back at least to Aristotle's discussions of the four causes. It
Retrocausality
Non-parametric statistic on information transfer
gambling with causal side information. Directed information Mutual information Conditional mutual information Causality Causality (physics) Structural equation
Transfer_entropy
Scientific study of digital information
to Y n {\displaystyle Y^{n}} . The Directed information has many applications in problems where causality plays an important role such as capacity of
Information_theory
Propagation of information or matter faster than the speed of light
(tachyons) have been hypothesized, but their existence would violate causality and would imply time travel. The scientific consensus is that they do
Faster-than-light
Principle in quantum information theory
This conclusion preserves the principle of causality in quantum mechanics and ensures that information transfer does not violate special relativity
No-communication_theorem
Theoretical upper limit to non-local correlations in quantum mechanics
principles have been found: no-advantage for non-local computation, information causality and macroscopic locality. That is to say, if one could achieve a
Tsirelson's_bound
Hypothetical travel into the past or future
possible. Such travel, if at all feasible, may give rise to questions of causality. Forward time travel, outside the usual sense of the perception of time
Time_travel
Theory within consciousness research
between two probability distributions that satisfies the properties of causality, intrinsicality, and specificity required by the postulates. It is evaluated
Integrated_information_theory
Branch of statistics
causal notation. Causal inference is said to provide the evidence of causality theorized by causal reasoning. Causal inference is widely studied across
Causal_inference
Measure of dependence between two variables
n=1} , the directed information becomes the mutual information. Directed information has many applications in problems where causality plays an important
Mutual_information
Algorithm used to determine the order of events in a distributed computer system
potential causality, not true causality. In 2011–2012, Munindar Singh proposed a declarative, multiagent approach based on true causality called information protocols
Lamport_timestamp
German mathematician
Dagomir; Scarani, Valerio; Winter, Andreas; Żukowski, Marek (2009). "Information causality as a physical principle". Nature. 461 (7267): 1101–1104. arXiv:0905
Andreas_Winter
Deviations from local realism
capable of transmitting information faster than the speed of light. At the level of correlations between two parties, Einstein's causality translates in the
Quantum_nonlocality
Field in statistics pertaining to establishing cause and effect
cause and effect. Exploratory causal analysis (ECA), also known as data causality or causal discovery is the use of statistical algorithms to infer associations
Exploratory_causal_analysis
(thermodynamics) Network effect (business models) (economics effects) (information technology) (monopoly [economics]) (networks) (transport economics) Non-thermal
List_of_effects
Estimator for quality of a statistical model
The Akaike information criterion (AIC) is an estimator of prediction error and thereby relative quality of statistical models for a given set of data
Akaike_information_criterion
Visual representation of data
comparisons or understanding causality, and the design principle of the graphic (i.e., showing comparisons or showing causality) follows the task. Tables
Data and information visualization
Data_and_information_visualization
Unit of information
DAT-ə) is a collection of discrete or continuous values that conveys information, describing the quantity, quality, fact, statistics, other basic units
Data
Branch of knowledge concerned with building intuition for quantum theory
Communication Complexity, No-Advantage for Nonlocal computation, Information Causality, Macroscopic Locality, and Local Orthogonality. All these principles
Quantum_foundations
X_{i};Y_{i}|Y_{1},Y_{2},...,Y_{i-1})} . Directed information has applications to problems where causality plays an important role such as the capacity of
Directed_information
Supervillain appearing in Marvel Comics
fixed piece of fictional technology than an unresolved argument about causality that Marvel has carried, mostly unintentionally, since 1962. As the archenemy
Doctor_Doom
Process of identifying causality
reasoning is the process of identifying causality: the relationship between a cause and its effect. The study of causality extends from ancient philosophy to
Causal_reasoning
Criterion for model selection
In statistics, the Bayesian information criterion (BIC) or Schwarz information criterion (also SIC, SBC, SBIC) is a criterion for model selection among
Bayesian information criterion
Bayesian_information_criterion
Hypothetical faster-than-light particle
into the past. According to the theory of relativity this would violate causality, leading to logical paradoxes such as the grandfather paradox. Tachyons
Tachyon
Polish physicist (born 1952)
multiphoton entangled states, which resulted in the formulation of information causality as a principle of physics. He is the son of graphic designer Halszka
Marek_Żukowski
Puzzle of disappearance of information in a black hole
black-hole evaporation with unitarity but contradicts the intuitive idea of causality and locality of time-evolution. Quantum-channel theory In 2014, Chris
Black hole information paradox
Black_hole_information_paradox
Subfield of information theory and computer science
information theory (AIT) is a branch of theoretical computer science that concerns itself with the relationship between computation and information of
Algorithmic information theory
Algorithmic_information_theory
System where the output depends only on past and current inputs
a non-causal formulation to remove the lack of causality so that it is realizable. For more information, see causal filter. For a causal system, the impulse
Causal_system
Concept in econometrics
367–403. doi:10.3982/QE2622. Hendry, David F. (1995). "Exogeneity and Causality". Dynamic Econometrics (online ed.). Oxford University Press. ISBN 9780198283164
Endogeneity_(econometrics)
Speed of electromagnetic waves
Interscience. p. 26. ISBN 978-0-470-10885-7. Wynne, K. (2002). "Causality and the nature of information" (PDF). Optics Communications. 209 (1–3): 84–100. Bibcode:2002OptCo
Speed_of_light
Information-theoretical limit on transmission rate in a communication channel
ISBN 9780878919819. Massey, James (Nov 1990). "Causality, Feedback and Directed Information" (PDF). Proc. 1990 Int. Symp. On Information Theory and Its Applications (ISITA-90)
Channel_capacity
Refutation of a logical fallacy
use correlation as the basis for hypothesis tests for causality, including the Granger causality test and convergent cross mapping. The Bradford Hill criteria
Correlation does not imply causation
Correlation_does_not_imply_causation
New Zealand mathematician
Stepanik; Alex Wilce; Robin Wilke (15 March 2010). "Entropy and information causality in general probabilistic theories". New Journal of Physics. 12 (3)
Lisa_Orloff_Clark
Field of statistics
often summed up as "correlation does not imply causation". The nature of causality is systematically investigated in several academic disciplines, including
Causal_analysis
2018 book by Judea Pearl and Dana Mackenzie
Judea Pearl and writer Dana Mackenzie. The book explores the subject of causality and causal inference from statistical and philosophical points of view
The_Book_of_Why
American computer scientist (born 1936)
several books, including the technical Causality: Models, Reasoning and Inference, and The Book of Why, a book on causality aimed at the general public. Judea
Judea_Pearl
Kumar P (February 2020). "Debates—Does Information Theory Provide a New Paradigm for Earth Science? Causality, Interaction, and Feedback". Water Resources
Partial information decomposition
Partial_information_decomposition
Social media platform owned by Meta
online posts affecting offline behavior, but stopped short of claiming causality. Some benefits for those who engage with self-harm content have been suggested
Jungian concept of the meaningfulness of acausal coincidences
stated: The science [i.e. cleromancy] of the I Ching is based not on the causality principle but on one which—hitherto unnamed because not familiar to us—I
Synchronicity
Communication and graphic design
of the information graphic should support the analytical task, showing the comparison or causality. Simplicity is a major concern in information design
Information_design
Hypothesized phenomenon in quantum field theory
caused concern because it might allow for the violation of causality by sending information faster than c. However, several authors (including Scharnhorst)
Scharnhorst_effect
Statistical error, form of sampling bias
property, rather than just a coincidence, as in correlation "proves" causality. The parapsychology researcher Joseph Banks Rhine believed he had identified
Survivorship_bias
Physics phenomenon
composite system into, and therefore cannot transmit information to Bob by acting on her system. Causality is thus preserved, in this particular scheme. For
Quantum_entanglement
Thinking in terms of destiny or purpose
'explanation' or 'reason') or finality is a philosophical approach to discussing causality that explains causes in terms of ends, purposes, or goals. A purpose that
Teleology
Adage linking design systems to communication structures
Different commentators have taken various positions on the direction of causality; that technical design causes the organization to restructure to fit,
Conway's_law
Aristotle's theories of biology
major biological processes, namely metabolism, temperature regulation, information processing, embryogenesis, and inheritance. Each was defined in detail
Aristotle's_biology
correlation and by determining whether or not there is the presence of causality. In general terms, models may be developed to evaluate a specific variable
Data_analysis
Cohort born from 1997 to 2012
the impairment of cognitive abilities and school performance, though a causality has not been established in this case. During the 2010s, when most of
Generation_Z
Penetrative sexual activity for reproduction or sexual pleasure
looking significantly chronologically younger; however, this does not imply causality. Vaginal intercourse for the first time increases vaginal immune activity
Sexual_intercourse
testable definition of causality was introduced by Granger. Granger causality principle states that if some series Y(t) contains information in past terms that
Brain_connectivity_estimators
Measurement of algorithmic bias
language of a query that leads to "a systematic deviation in sampling information that prevents it from accurately representing the true coverage of topics
Fairness_(machine_learning)
Video game feature
via Twitter. “Causality: Phys/Digital Nexus,” Apple, https://apps.apple.com/us/app/causality-phys-digital-nexus/id1659176432 “Causality: Phys/Digital
Toys-to-life
Information sent faster than light
Lorentz-invariant theory, it could be used to transmit information into the past. This would complicate causality, but no theoretical arguments conclusively preclude
Faster-than-light communication
Faster-than-light_communication
American video streaming service
videos and changes further frames based on its understanding of physical causality. The model was based on another model from Alibaba PAI. On July 18, 2013
Netflix
Canadian theoretical quantum physicist
contextuality, quantum resource theories and quantum causality. He co-edited the book Quantum Theory: Informational Foundations and Foils. Spekkens is a faculty
Robert_Spekkens
Algorithm for partial ordering of events and detecting causality in distributed systems
the partial ordering of events in a distributed system and detecting causality violations. Just as in Lamport timestamps, inter-process messages contain
Vector_clock
Study of fundamental reality
explore the concepts of space, time, and change, and their connection to causality and the laws of nature. Other topics include how mind and matter are related
Metaphysics
Statistical test for causality
like the Granger causality test, seeks to resolve the problem that correlation does not imply causation. While Granger causality is best suited for
Convergent_cross_mapping
Ability to make choices voluntarily
explainable causality of events, predeterminism seems by definition to suggest a person or a "someone" who is controlling or planning the causality of events
Free_will
Paranormal sight of the future
considered to be pseudoscience. Precognition violates the principle of causality, that an effect cannot occur before its cause. Precognition has been widely
Precognition
Propagation delay of EM radiation (light)
observation, since it takes time for information to travel between an emitter and an observer. This arises due to causality. Retarded time tr or t′ is calculated
Retarded_time
Physical principle that only immediate surroundings can influence an object
in actual experiments, implies that quantum mechanics violates local causality (referred to as local realism in later work), a result now considered
Principle_of_locality
Study of circular causal processes
development of radical constructivism. Cybernetics' core theme of circular causality was developed beyond goal-oriented processes to concerns with reflexivity
Cybernetics
Description of a system using mathematical concepts and language
life physics. Many types of modeling implicitly involve claims about causality. This is usually (but not always) true of models involving differential
Mathematical_model
attributions assign causality to an outside factor, such as the weather. Internal or "dispositional" attributions assign causality to factors within the
List of social psychology theories
List_of_social_psychology_theories
Fallacy of assumption of causation based on sequence of events
particularly tempting error because correlation sometimes appears to suggest causality. The fallacy lies in a conclusion based solely on the order of events
Post_hoc_ergo_propter_hoc
Theoretical framework
Science 1413, Pisa, Italy, Springer, June 1998. Pearl, Judea (2009-09-14). Causality. Cambridge University Press. ISBN 978-1-139-64398-6. J. Parsons, L. Cole
Conceptual_model
Professor of Cognitive Science at The University of Manchester (born 1971)
Andrew John (1998). The Time Course of the Influence of Implicit Causality Information on Resolving Anaphors. gla.ac.uk (PhD thesis). University of Glasgow
Andrew_J._Stewart
Neurodevelopmental disorder
symptoms of ADHD including impulsive traits; however, associations and causality are not clear. There is some evidence of a bi-directional relationship
Attention deficit hyperactivity disorder
Attention_deficit_hyperactivity_disorder
Continuous progression from past to future
present, and into the future. Time dictates all forms of action, age, and causality, being a component quantity of various measurements used to sequence events
Time
Empirical law on the variance of species in a habitat
adjustment Exponential smoothing Cointegration Structural break Granger causality Specific tests Dickey–Fuller Johansen Q-statistic (Ljung–Box) Durbin–Watson
Taylor's_law
Elementary particle involved with rest mass
whatsoever on the maximum velocity of signals (there is no violation of causality). Instead of faster-than-light particles, the imaginary mass creates an
Higgs_boson
Directed graph with no directed cycles
return to a vertex on a path. This reflects our natural intuition that causality means events can only affect the future, they never affect the past, and
Directed_acyclic_graph
Internal representation of world by AI
outputs. They simulate dynamics such as physics, object interactions, and causality. Early ideas date to the 1990s. Modern versions power robots, autonomous
World model (artificial intelligence)
World_model_(artificial_intelligence)
Cycles going through a hierarchy
certain feelings. The parallels between downward causality in formal systems and downward causality in brains are explored by Theodor Nenu in 2022, together
Strange_loop
Ongoing armed conflict in Southeast Asia
April 2022. Retrieved 19 April 2022. "Regime troops retreat with heavy causalities in Lay Kay Kaw". Burma News International. Archived from the original
Myanmar civil war (2021–present)
Myanmar_civil_war_(2021–present)
Error in statistical reasoning with groups
pcbi.1005535. ISSN 1553-7358. PMC 5440056. PMID 28481885. Judea Pearl. Causality: Models, Reasoning, and Inference, Cambridge University Press (2000, 2nd
Simpson's_paradox
Suggested cognitive limit important in sociology and anthropology
evidence that brain structure predicts the number of friends one has, though causality remains to be seen. Dunbar explained the principle informally as "the
Dunbar's_number
Intense physical sensation of sexual release
health have examined correlations only, making it difficult to infer causality, although researchers believe that these findings suggest real benefits
Orgasm
Country ranking by public sector corruption
calculates the affecting rate of CPI GDP as 0.34. Moreover, the direction of causality between CPI and GDP was identified from CPI to GDP and, according to this
Corruption_Perceptions_Index
Area of physical and philosophical debate
EPR paradox, obey statistics that seem to violate principles of local causality by action at a distance. Complementarity of proffered descriptions: complementarity
Interpretations of quantum mechanics
Interpretations_of_quantum_mechanics
the event that the structure of a Bayesian network accurately depicts causality, the two conditions are equivalent. This is related to the Markov condition
Causal_Markov_condition
Continent
they were during their lifetime, if not more so. In these circumstances causality operates in a forward direction from past to present and from present
Africa
Local history Microhistory By source Archival science / Library and information science (template) Books / Writing systems Chorography Chronology dating
Borussian_myth
English rock band
"their interests are truth and illusion, life and death, time and space, causality and chance, compassion and indifference." Waters identified empathy as
Pink_Floyd
Indian religion and philosophy
conditioning, and thus Pratityasamutpada is the Buddhist belief that causality is the basis of ontology, not a creator God nor the ontological Vedic
Buddhism
Influence of pornography on an individual and their intimate relationships
and aspects of healthy sexual development misinterpreted correlation as causality. [...] Much of the research on pornography has been normative; it has
Effects_of_pornography
Founder of Buddhism
16. Wayman (1984b), p. 256. Wayman (1971). David J. Kalupahana (1975). Causality: The Central Philosophy of Buddhism. University of Hawaii Press. pp. 6–7
The_Buddha
Psychic ability
ISBN 978-9027716347 "Precognition violates the principle of antecedence ("causality"), according to which the effect does not happen before the cause. Psychokinesis
Telepathy
Patterns of behavior of a system
is a pattern of behavior of a system. Systems expressed by circles of causality have therefore similar structure. Identifying a system archetype and finding
System_archetype
Condition involving social and behavioral differences
2011). "Influenza Vaccine". Adverse Effects of Vaccines: Evidence and Causality. Committee to Review Adverse Effects of Vaccines, Board on Population
Autism
Management accounting case
principles. The two management accounting principles are: Principle of Causality (i.e., the need for cause and effect insights) and, Principle of Analogy
Management accounting principles
Management_accounting_principles
Description of physical properties at the atomic and subatomic scale
theory, but is instead a final renunciation of the classical idea of "causality". Bohr in particular emphasized that any well-defined application of the
Quantum_mechanics
Field of mathematics and science based on non-linear systems and initial conditions
related topics Amplitude death Anosov diffeomorphism Catastrophe theory Causality Chaos as topological supersymmetry breaking Chaos machine Chaotic mixing
Chaos_theory
Christian theologian and philosopher (354 – 430)
account of his life, the Confessions also talks about the nature of time, causality, free will, and other important philosophical topics. The following is
Augustine_of_Hippo
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