Re: When to use Fisher?
- From: "Vadim Pliner" <Vadim.Pliner@xxxxxxxxxxxxxxxxxxx>
- Date: 30 Jun 2005 13:12:54 -0700
Why not always use Fisher (for 2x2 tables)?
Fisher's test always gives the exact P value. The chi-square test is
based on an approximation of discretely distributed chi-square values
by the continuous (chi-square) distribution. To make the approximation
better the Yates' continuity correction could be used. However, the
"corrected" P value is usually too high. It is definitely a good idea
to avoid the chi-square test when the numbers in the contingency table
are very small. When the numbers are large, the P values reported by
the two tests will be very similar, but even in this case I cannot see
any advantages of chi-square over Fisher, unless you do calculations by
hand or with a calculator.
HTH,
Vadim Pliner
Bruce Weaver wrote:
> Tim Witort wrote:
> > I have always used Fisher when my sample size is less than
> > 30, but I have also heard that, if certain counts in the
> > 2x2 matrix cells are 5 or less, Fisher should also be used?
> > For example, with a matrix like this, should Fisher also be
> > used? The total sample is 38, but two cells have 5 or fewer
> > observations.
> >
> > Outcome 1 Outcome 2
> >
> > Group A 23 8
> >
> > Group B 5 2
> >
> > -- TRW
>
> You should be looking at *expected* frequencies, not observed. In your
> table, the expected frequency for the bottom right cell is 7*10/38,
> which is a little less than 2. So according to most rules of thumb, the
> chi-square approximation would not be very good. Here's a summary of
> the conditions under which the chi-square approximation breaks down.
>
> www.angelfire.com/wv/bwhomedir/notes/chi_square_assumptions.txt
>
> --
> Bruce Weaver
> bweaver@xxxxxxxxxxxx
> www.angelfire.com/wv/bwhomedir
.
- References:
- When to use Fisher?
- From: Tim Witort
- Re: When to use Fisher?
- From: Bruce Weaver
- When to use Fisher?
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