The Effect of the
Number of Pages
Since the accumulated PageRank of all
pages of the web equals the total number of web pages, it
follows directly that an additional web page increases the
added up PageRank for all pages of the web by one. But far
more interesting than the effect on the added up PageRank of
the web is the impact of additional pages on the PageRank of
actual websites.
To illustrate the effects of
addional web pages, we take a look at a hierachically
structured web site consisting of three pages A, B and C, which
are joined by an additional page D on the hierarchically lower
level of the site. The site has no outbound links. A link from
page X which has no other outbound links and a PageRank of 10
points to page A. At a damping factor d of 0.75, the equations
for the single pages' PageRank values before adding page D are
given by
PR(A) = 0.25 + 0.75 (10 + PR(B) +
PR(C))
PR(B) = PR(C) = 0.25 + 0.75
(PR(A) / 2)
Solving the equations gives us
the following PageRank values:
PR(A) = 260/14
PR(B) = 101/14
PR(C) = 101/14
After adding page D, the
equations for the pages' PageRank values are given
by
PR(A) = 0.25 + 0.75 (10 + PR(B) +
PR(C) + PR(D))
PR(B) = PR(C) = PR(D) = 0.25 +
0.75 (PR(A) / 3)
Solving these equations gives us
the follwing PageRank values:
PR(A) = 266/14
PR(B) = 70/14
PR(C) = 70/14
PR(D) = 70/14
As to be expected since our
example site has no outbound links, after adding page D, the
accumulated PageRank of all pages increases by one from 33 to
34. Further, the PageRank of page A rises marginally. In
contrast, the PageRank of pages B and C depletes
substantially.
The Reduction of PageRank by Additional
Pages
By adding
pages to a hierarchically structured websites, the consequences
for the already existing pages are nonuniform. The consequences
for websites with a different structure shall be shown by
another example.
We take a look at a website
constisting of three pages A, B and C which are linked to each
other in circle. The pages are then joined by page D which fits
into the circular linking structure. The regarded site has no
outbound links. Again, a link from page X which has no other
outbound links and a PageRank of 10 points to page A. At a
damping factor d of 0.75, the equations for the single pages'
PageRank values before adding page D are given by
PR(A) = 0.25 + 0.75 (10 +
PR(C))
PR(B) = 0.25 + 0.75 x
PR(A)
PR(C) = 0.25 + 0.75 x
PR(B)
Solving the equations gives us
the follwing PageRank values:
PR(A) = 517/37 = 13.97
PR(B) = 397/37 = 10.73
PR(C) = 307/37 = 8.30
After adding page D, the
equations for the pages' PageRank values are given
by
PR(A) = 0.25 + 0.75 (10 +
PR(D))
PR(B) = 0.25 + 0.75 x
PR(A)
PR(C) = 0.25 + 0.75 x
PR(B)
PR(D) = 0.25 + 0.75 x
PR(C)
Solving these equations gives us
the follwing PageRank values:
PR(A) = 419/35 = 11.97
PR(B) = 323/35 = 9.23
PR(C) = 251/35 = 7.17
PR(D) = 197/35 = 5.63
Again, after adding page D, the
accumulated PageRank of all pages increases by one from 33 to
34. But now, any of the pages which already existed before page
D was added lose PageRank. The more uniform PageRank is
distributed by the links within a site, the more likely will
this effect occur.
Since adding pages to a site
often reduces PageRank for already existing pages, it becomes
obvious that the PageRank algorithm tends to privilege smaller
web sites. Indeed, bigger web sites can counterbalance this
effect by being more attractive for other webmasters to link to
them, simply because they have more content.
None the less, it is also
possible to increase the PageRank of existing pages by
additional pages. Therefore, it has to be considered that as
few PageRank as possible is distributed to these additional
pages.
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