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Hat notation


Hat notation


A "hat" (circumflex (ˆ)), placed over a symbol is a mathematical notation with various uses.

Estimated value

In statistics, a circumflex (ˆ), called a "hat", is used to denote an estimator or an estimated value. For example, in the context of errors and residuals, the "hat" over the letter ε ^ {\displaystyle {\hat {\varepsilon }}} indicates an observable estimate (the residuals) of an unobservable quantity called ε {\displaystyle \varepsilon } (the statistical errors).

Another example of the hat operator denoting an estimator occurs in simple linear regression. Assuming a model of y i = β 0 + β 1 x i + ε i {\displaystyle y_{i}=\beta _{0}+\beta _{1}x_{i}+\varepsilon _{i}} , with observations of independent variable data x i {\displaystyle x_{i}} and dependent variable data y i {\displaystyle y_{i}} , the estimated model is of the form y ^ i = β ^ 0 + β ^ 1 x i {\displaystyle {\hat {y}}_{i}={\hat {\beta }}_{0}+{\hat {\beta }}_{1}x_{i}} where i ( y i y ^ i ) 2 {\displaystyle \sum _{i}(y_{i}-{\hat {y}}_{i})^{2}} is commonly minimized via least squares by finding optimal values of β ^ 0 {\displaystyle {\hat {\beta }}_{0}} and β ^ 1 {\displaystyle {\hat {\beta }}_{1}} for the observed data.

Hat matrix

In statistics, the hat matrix H projects the observed values y of response variable to the predicted values ŷ:

y ^ = H y . {\displaystyle {\hat {\mathbf {y} }}=H\mathbf {y} .}

Cross product

In screw theory, one use of the hat operator is to represent the cross product operation. Since the cross product is a linear transformation, it can be represented as a matrix. The hat operator takes a vector and transforms it into its equivalent matrix.

a × b = a ^ b {\displaystyle \mathbf {a} \times \mathbf {b} =\mathbf {\hat {a}} \mathbf {b} }

For example, in three dimensions,

a × b = [ a x a y a z ] × [ b x b y b z ] = [ 0 a z a y a z 0 a x a y a x 0 ] [ b x b y b z ] = a ^ b {\displaystyle \mathbf {a} \times \mathbf {b} ={\begin{bmatrix}a_{x}\\a_{y}\\a_{z}\end{bmatrix}}\times {\begin{bmatrix}b_{x}\\b_{y}\\b_{z}\end{bmatrix}}={\begin{bmatrix}0&-a_{z}&a_{y}\\a_{z}&0&-a_{x}\\-a_{y}&a_{x}&0\end{bmatrix}}{\begin{bmatrix}b_{x}\\b_{y}\\b_{z}\end{bmatrix}}=\mathbf {\hat {a}} \mathbf {b} }

Unit vector

In mathematics, a unit vector in a normed vector space is a vector (often a spatial vector) of length 1. A unit vector is often denoted by a lowercase letter with a circumflex, or "hat", as in v ^ {\displaystyle {\hat {\mathbf {v} }}} (pronounced "v-hat").

Fourier transform

The Fourier transform of a function f {\displaystyle f} is traditionally denoted by f ^ {\displaystyle {\hat {f}}} .

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See also

  • Exterior algebra – Algebra of exterior/ wedge products
  • Glossary of mathematical symbols – Meanings of symbols used in mathematics
  • Top-hat filter – signal filtering techniquePages displaying wikidata descriptions as a fallback
  • Circumflex – Diacritic (^) in European scripts

References



Text submitted to CC-BY-SA license. Source: Hat notation by Wikipedia (Historical)