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Published byLeo Gilmore Modified over 9 years ago
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What Does the User Really Want ? Relevance, Precision and Recall
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Overview What is relevance ? Define Precision Define Recall
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Basic Web Retrieval Process Need Keyword Query Results
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Relevance Good results are relevant to the need ! BUT –How do we know what the user needs and wants
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Three Definition of Relevance Pages which match the user need –Expert centred Pages which the user thinks match their need –User centred Pages which match the user query –System centred
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Expert Centred Agree a definition of what the query means Trawl through results identifying each page returned as relevant or irrelevant Disadvantage –Takes no account of users current knowledge or needs –static
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User Centred Get user to trawl through pages judging them as relevant or irrelevant Problem –If they knew the answer would they be looking ? –Can we get the same result twice ? –expensive
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System Centred Assumes keywords adequately express need Highly reproducible Really assessing accuracy of indexing and keyword matching
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Formal evaluations Almost always use an Expert Centred or System Centred Approach
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Formal Definition of relevance A relevant page is a page which meets the user’s need and can be recognised as such by the search result description provided by the search engine by a sufficiently expert user
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Precision
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Precision Simply Defined The proportion of documents returned which are actually relevant to the query or need
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Precision Issues Needs to be averaged across a set of queries to be meaningful Needs to take account of rank order in results set
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Recall
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Recall Simply Defined The proportion of available relevant documents (anywhere on the web) which are actually returned in the results set
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Retrieved versus Relevant Docs Retrieved Relevant High Precision Retrieval High Recall Retrieval
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Recall Problems Need to find all the pages on the web relevant to the need –Theoretically get a team of experts to assess every page on the web for relevance In practice the results of a high recall search of a fixed web trawl is assessed
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Different sorts of retrieval Today’s Sunderland result –High precision Legal Cases –Has anyone ever been acquitted of murder and subsequently used their presence at the murder as an alibi ? –High recall
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Key Points Definition of Relevance –and its problems Definition of Precision Definition of Recall
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