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Spurious Correlations


Spurious Correlations - Tyler Vigen

Discover a new correlation, view random correlation, view all correlations, view all research papers.

Tyler Vigen's personal website

Spurious Correlations · Originally published: May 2014 · Update launched: January 27, 2024 · What it is: Random correlations dredged up from silly data, turned ...

Spurious relationship - Wikipedia

In statistics, a spurious relationship or spurious correlation is a mathematical relationship in which two or more events or variables are associated but ...

Spurious Correlation: Definition, How It Works, and Examples

A spurious correlation (also known as spuriousness) refers to a connection between two variables that appears to be causal but is not.

Beware Spurious Correlations - Harvard Business Review

Ifs and Thens Implying Cause and Effect. Plotting unrelated data sets together can make it seem that changes in one variable are causing changes in the other.

[OC] Spurious Correlations: line graphs showing connections ...

Every chart lists its sources in the image and you can see all the variables (and associated sources) on the discover page. Here are some fun ones.

Spurious Correlation - an overview | ScienceDirect Topics

Correlation is not causation. Spurious correlation is especially likely to occur with time series data, where two variables trend upward over time because of ...

A site to show funny correlations between statistics which also ...

Spurious Correlations: A site to show funny correlations between statistics which also proves that correlation does not equal causation.

[2402.12715] Spurious Correlations in Machine Learning: A Survey

Abstract page for arXiv paper 2402.12715: Spurious Correlations in Machine Learning: A Survey.

The spectre of 'spurious' correlations | Oecologia

We show that ratios and indices often provide surprising and 'spurious' results due to their unusual properties. As a solution, we advocate the use of ...

Spurious correlations: 15 examples - DataScienceCentral.com

Below are a few examples of spurious correlations. Click here to check out the 15 examples. 2808309778 2808309778 2808309983 2808309983

Assessing Spurious Correlations in Big Search Data - MDPI

This study is the first to quantify that risk in the context of search data. We find that spurious correlations arise at exceptionally high frequencies.

Curious or spurious correlations within a national-scale forest ...

Given that most correlations within a large-scale forest inventory dataset are very low with the remainder being nonsensical or autocorrelates, finding a highly ...

Spurious Correlation and the Fallacy of the Ratio Standard Revisited

The focus throughout is on the partial regression coefficients rather than the correlation coefficient, as that is the most common usage today. In Section 2 the ...

Spurious Correlations by Tyler Vigen | Hachette Book Group

Bustle Military intelligence analyst and Harvard Law student Tyler Vigen illustrates the golden rule that “correlation does not equal causation” through ...

Alleviating Spurious Correlations in Knowledge-aware ...

We present a novel approach to discovering and alleviating the potential spurious correlations from a counterfactual perspective.

Spurious correlations in surface-based functional brain imaging

We explain the origins of these biases, and using in-silico models of fMRI data, illustrate how they lead to spurious results.

Spurious correlations: Margarine linked to divorce? - BBC News

A compelling graph showing the rates of divorce and margarine consumption tracking each other closely over almost 10 years.

Discover and Cure: Concept-aware Mitigation of Spurious Correlation

DISC iteratively 1) discovers unstable concepts across different environments as spurious attributes, then 2) intervenes on the training data using the ...

Identifying Spurious Correlations for Robust Text Classification

The predictions of text classifiers are often driven by spurious correlations – e.g., the term “Spielberg” correlates with positively reviewed movies, even ...


Cristian Calude: Big Data and Spurious Correlations