Precision recall curve

Similar concepts

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Retrieval effectiveness
Cluster based retrieval
Effectiveness
Measurement of effectiveness
Measures of effectiveness
E measure
Relevance
Data retrieval systems
Probabilistic retrieval
Recall

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149 A large number of measures of effectiveness can be derived from this table ......There is a functional relationship between all three involving a parameter called generality G which is a measure of the density of relevant documents in the collection ...For each request submitted to a retrieval system one of these tables can be constructed ...
150 value can be calculated ...For a derivation of this relation from Bayes Theorem,the reader should consult the author s recent paper on retrieval effectiveness [10]...Averaging techniques The method of pooling or averaging of the individual P R curves seems to have depended largely on the retrieval strategy employed ...where As is the set of documents relevant to request s ...where B [[lambda]]s is the set of documents retrieved at or above the co ordination level [[lambda]]...Figure 7 ...An alternative approach to averaging is macro evaluation which can be independent of any parameter such as co ordination level ...
165 In an analogous manner normalised precision is worked out ...The calculation of the areas is a bit more messy but simple to do see Salton [23],page 298 ...The log function appears as a result of approximating [[Sigma]]1 r by its continuous analogue [[integral]]1 r dr,which is log r constant ...The area between the worst and best case is obtained in the same way as before using the same substitution,and is:The explicit form,with appropriate normalisation,for normalised precision is therefore:Once again it varies between 0 worst and 1 best ...A few comments about these measures are now in order ...