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Temporal Link Analysis

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« on: August 30, 2006, 03:56:50 am »

Dr. Garcia (aka Orion) over at Search Engine Watch forums created a thread named Temporal Link Analysis, which discusses a paper presented by IBM researcher Einat Amitay. This paper discusses the difference between how journal citation and Web IR citation. The basic premise is that the more often AND the more recent those citations are, the more important the journal is.

If we apply the concept of temporal link analysis to the much manipulated linkage structure of the current Web index, then we can possibly provide more relevant pages to the search user. To achieve this, the search engines would have to accurately capture time data in both the last update of the document as well as the last update of the link found within the document. Capturing this data is no easy task, nor is processing this information. But if it can be done, then the search engines can assign higher weights to more recent links as opposed to older links.

Why would you want newer links to be worth more? There are (generalizing here) two types of Web pages; (1) a page that is updated on a constant basis (be it daily, weekly, monthly) and (2) a page that is put up once and left there forever. Page number two, the one that is written once and left alone for ever, is by its very nature, outdated and irrelevant. The information, the links and the citations from this page launched in 1996 are most probably gone, misplaced or outdated. However if a page that was launched in 1996, but is updated on a monthly basis, contains links (i.e. citations), it can be assumed that this page is a "timely authority" and thus can be assigned a higher weight.



A theoretical example would follow something like so.

Pages that are old, but are not updated ever should be assigned a very low weight (possibly close to 0 weight). Pages that are new, and not updated (within a year or few months), should be given a higher weight then the old page that is not updated, however, this page is still not an authority, so it should be a relatively low weight (possibly close to .1). Now, pages that are new but updated often, relative to the data the page was first created (or found), should be given a higher weight then the above (possibly close to .2). And pages that are old and updated on a frequent basis relative to the date the page was first created, should be given the highest link weight (possibly close to .4).

Keep in mind, there are of course other factors. In the paper it discusses, DIPs (Dated Inline Profiles) where you associate a profile or community. You look at the dated inlink of a page, associated with a topic/concept/community to determine its value.


The white paper can be found here.
http://techunix.technion.ac.il/~uriw/Temporal_link_analysis.pdf

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« Reply #6 on: August 09, 2022, 12:20:34 am »

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« Reply #7 on: December 04, 2025, 11:55:00 am »

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