BUILT-IN MATHEMATICA SYMBOL
FisherRatioTest
FisherRatioTest[{data1, data2}]
tests whether the variances of
and
are equal.
- FisherRatioTest performs a hypothesis test on data with null hypothesis
that the true population variance
, and alternative hypothesis
that
.
- Given
and
, FisherRatioTest tests
against
.
- By default a probability value or
-value is returned.
- A small
-value suggests that it is unlikely that
is true.
- The data in dspec must be univariate
.
- The argument
can be any positive real number.
- The FisherRatioTest requires that the data is normally distributed.
- FisherRatioTest[data,
, "HypothesisTestData"] returns a HypothesisTestData object htd that can be used to extract additional test results and properties using the form htd["property"].
- FisherRatioTest[data,
, "property"] can be used to directly give the value of
.
- Properties related to the reporting of test results include:
-
| "DegreesOfFreedom" | the degrees of freedom used in a test |
| "PValue" | list of -values |
| "PValueTable" | formatted table of -values |
| "ShortTestConclusion" | a short description of the conclusion of a test |
| "TestConclusion" | a description of the conclusion of a test |
| "TestData" | list of pairs of test statistics and -values |
| "TestDataTable" | formatted table of -values and test statistics |
| "TestStatistic" | list of test statistics |
| "TestStatisticTable" | formatted table of test statistics |
- When one sample of size
is given, the test statistic is based on
and is assumed to follow a ChiSquareDistribution[n-1] under
.
- When two samples of size
and
are given, the test statistic is based on
and is assumed to follow an FRatioDistribution[n-1, m-1] under
.
- The FisherRatioTest is often called the F-test for equal variances.
- The following options can be used:
-
- For the FisherRatioTest, a cutoff
is chosen such that
is rejected only if
. The value of
used for the
and
properties is controlled by the SignificanceLevel option. This value
is also used in diagnostic tests of assumptions including tests for normality and symmetry. By default
is set to
.
- Named settings for VerifyTestAssumptions in FisherRatioTest include:
-
| "Normality" | verify that all data is normally distributed |
Test variances from two populations for equality:
| Out[2]= |  |
Create a HypothesisTestData object for further property extraction:
| Out[3]= |  |
Properties of the test:
| Out[4]= |  |
Compare the variance of a population to a particular value:
| Out[2]= |  |
| Out[3]= |  |
Test against the alternative hypothesis
:
| Out[4]= |  |
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