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where n(d) denotes the number of terms in the document and n(d, t) denotes the number of occurrences of term t in the document d Observe that this metric takes the length of the document into account The relevance grows with more occurrences of a term in the document, although it is not directly proportional to the number of occurrences Many systems re ne the above metric by using other information For instance, if the term occurs in the title, or the author list, or the abstract, the document would be considered more relevant to the term Similarly, if the rst occurrence of a term is late in the document, the document may be considered less relevant than if the rst occurrence is early in the document The above notions can be formalized by extensions of the formula we have shown for r(d, t) In the information retrieval community, the relevance of a document to a term is referred to as term frequency, regardless of the exact formula used A query Q may contain multiple keywords The relevance of a document to a query with two or more keywords is estimated by combining the relevance measures of the document to each keyword A simple way of combining the measures is to add them up However, not all terms used as keywords are equal Suppose a query uses two terms, one of which occurs frequently, such as web, and another that is less frequent, such as Silberschatz A document containing Silberschatz but not web should be ranked higher than a document containing the term web but not Silberschatz To x the above problem, weights are assigned to terms using the inverse document frequency, de ned as 1/n(t), where n(t) denotes the number of documents (among those indexed by the system) that contain the term t The relevance of a document d to a set of terms Q is then de ned as r(d, Q) =.

r(d, t) n(t)

To start off your project, follow these steps:

This measure can be further re ned if the user is permitted to specify weights w(t) for terms in the query, in which case the user-speci ed weights are also taken into account by using w(t)/n(t) in place of 1/n(t) Almost all text documents (in English) contain words such as and, or, a, and so on, and hence these words are useless for querying purposes since their inverse document frequency is extremely low Information-retrieval systems de ne a set of words, called stop words, containing 100 or so of the most common words, and remove this set from the document when indexing; such words are not used as keywords, and are discarded if present in the keywords supplied by the user Another factor taken into account when a query contains multiple terms is the proximity of the term in the document If the terms occur close to each other in the document, the document would be ranked higher than if they occur far apart The formula for r(d, Q) can be modi ed to take proximity into account

The McGraw Hill Companies, 2001

(216)

Given a query Q, the job of an information retrieval system is to return documents in descending order of their relevance to Q Since there may be a very large number of documents that are relevant, information retrieval systems typically return only the rst few documents with the highest degree of estimated relevance, and permit users to interactively request further documents

side of the Welcome window Your choices are DVD-Video, Video CD, and Edit Video (this third choice is available only if you have the ArcSoft ShowBiz video editor installed either as a part of Sonic MyDVD Video Suite Version 40 or separately as an upgrade to the basic version of Sonic MyDVD) As you highlight each of these three choices with the mouse pointer, notice that the descriptions (and the choices) at the right side of the Welcome window change to reflect the currently selected choice For our purposes here, make sure that DVD-Video is highlighted before you move on

.