Logical scalar, whether to scale the result to have a maximum
score of one. If no scaling is used then the result vector has unit length
in the Euclidean norm.

weights

Optional positive weight vector for calculating weighted
scores. If the graph has a weight edge attribute, then this is used
by default.
This function interprets edge weights as connection strengths. In the
random surfer model, an edge with a larger weight is more likely to be
selected by the surfer.

options

A named list, to override some ARPACK options. See
arpack for details.

Value

A named list with members:

vector

The authority/hub scores of the vertices.

value

The corresponding eigenvalue of the calculated
principal eigenvector.

options

Some information about the ARPACK computation, it has
the same members as the options member returned
by arpack, see that for documentation.

Details

For undirected matrices the adjacency matrix is symmetric and the hub
scores are the same as authority scores, see
authority_score.

References

J. Kleinberg. Authoritative sources in a hyperlinked
environment. Proc. 9th ACM-SIAM Symposium on Discrete Algorithms,
1998. Extended version in Journal of the ACM 46(1999). Also appears
as IBM Research Report RJ 10076, May 1997.