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  2. Correlation does not imply causation - Wikipedia

    en.wikipedia.org/wiki/Correlation_does_not_imply...

    The above example commits the correlation-implies-causation fallacy, as it prematurely concludes that sleeping with one's shoes on causes headache. A more plausible explanation is that both are caused by a third factor, in this case going to bed drunk, which thereby gives rise to a correlation. So the conclusion is false. Example 2

  3. Causal notation - Wikipedia

    en.wikipedia.org/wiki/Causal_notation

    Ecosystem example: correlation without causation [ edit ] Imagine the number of days of weather below one degrees Celsius, y {\displaystyle y} , causes ice to form on a lake, f ( y ) {\displaystyle f(y)} , and it causes bears to go into hibernation g ( y ) {\displaystyle g(y)} .

  4. Questionable cause - Wikipedia

    en.wikipedia.org/wiki/Questionable_cause

    Therefore the sunny day causes me to score well on the test." Here is the example the two events may coincide or correlate, but have no causal connection. [2] Fallacies of questionable cause include: Circular cause and consequence [citation needed] Correlation implies causation (cum hoc, ergo propter hoc) Third-cause fallacy; Wrong direction

  5. Correlation - Wikipedia

    en.wikipedia.org/wiki/Correlation

    The correlation coefficient is +1 in the case of a perfect direct (increasing) linear relationship (correlation), −1 in the case of a perfect inverse (decreasing) linear relationship (anti-correlation), [5] and some value in the open interval (,) in all other cases, indicating the degree of linear dependence between the variables. As it ...

  6. Spurious relationship - Wikipedia

    en.wikipedia.org/wiki/Spurious_relationship

    Graphical model: Whereas a mediator is a factor in the causal chain (top), a confounder is a spurious factor incorrectly implying causation (bottom). In statistics, a spurious relationship or spurious correlation [1] [2] is a mathematical relationship in which two or more events or variables are associated but not causally related, due to either coincidence or the presence of a certain third ...

  7. Causal analysis - Wikipedia

    en.wikipedia.org/wiki/Causal_analysis

    Causal analysis is the field of experimental design and statistics pertaining to establishing cause and effect. [1] Typically it involves establishing four elements: correlation, sequence in time (that is, causes must occur before their proposed effect), a plausible physical or information-theoretical mechanism for an observed effect to follow from a possible cause, and eliminating the ...

  8. How does social media affect your mental health? - AOL

    www.aol.com/lifestyle/does-social-media-affect...

    While there's a clear correlation between social media use and anxiety and depression, it's important to acknowledge that correlation doesn't necessarily mean causation. The NCHR points out that ...

  9. Causal inference - Wikipedia

    en.wikipedia.org/wiki/Causal_inference

    Notably, correlation does not imply causation, so the study of causality is as concerned with the study of potential causal mechanisms as it is with variation amongst the data. [ citation needed ] A frequently sought after standard of causal inference is an experiment wherein treatment is randomly assigned but all other confounding factors are ...