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Link Analysis Algorithms: HUBAVG
July 19th, 2006HUBAVG Algortihm
To overcome the shortcoming of the HITS algorithm of a hub getting a high weight when it points to numerous low-quality authorities, the following refinement was suggested. While using the same formula to calculate authority weights, the hub score h is now averaged by a number of outgoing links |F(i)|:

So in order to achieve a high weight a hub should link good authorities. Unfortunately this approach has its own flaw. Consider two hubs pointing to an equal number of equally good authorities. The two hubs are identical until one puts one more link to a low quality authority. The average sum of the authorities it points to sinks, and it gets penalized in weight. This is quite illogical but can be fixed by using so-called Authority Threshold Algorithm.
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