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- W122651290 abstract "In the scientific field and in working with data integration, uncertain data is a verycommon subject. In [KKA05] a compact representation is proposed for storing uncertaindata in XML. A naive way of querying this data is by calculating all possible worlds andexecute the query on each of the worlds. Calculating these possible worlds is howeververy inefficient because of the exponential growth of worlds. In this thesis we willinvestigate how the compact representation can be queried in an efficient way.We will compare two methods for querying the compact representation: Recursive pathanalysis and the Compare paths method.Recursive path analysis.Using a script, for each step of the query a piece of XQuery code is generated, whichreturns each possible answer for that step. The output of step one is the input of steptwo and so on. The increase in performance is obtained by calculating the possibleanswers for the query, instead of calculating all possible worlds for the document.Compare paths method.The query is converted by adding the needed possibility and probability steps to thequery. When executing queries that include a predicate, an extra check has to beperformed to examine if the returned results indeed can occur together with one of theelements referred to in the predicate. We do this by comparing the paths of nodeidentifiers belonging to the probability and possibility ancestors of the candidateelements with the ones of the predicate elements. Two elements occur in the same worldonly if the number of probability ancestors that occur in both paths of the two elementsis equal to the number of probability ancestors that occur in both paths.We test both methods by executing several queries on test documents of different sizesand containing different levels of uncertainty. This leads to the following conclusions:– Even for large documents (up to an address book containing 1000 people) thecompare paths method works well. However when requesting documents with a lot ofdescendants in the result, the performance decreases quickly. This is a point ofinterest for future work.– The performance of the recursive path analysis is more dependent of uncertainty.Therefore it works better on smaller documents and documents with a smaller level ofuncertainty.– In the recursive path analysis, no feature of checking the correctness of child nodes isimplemented. For this reason it performs better than the compare paths method whenelements with a lot of children are returned. However, when using predicates thereare several cases in which the result can contain incorrect child nodes because simplyevery node is returned." @default.
- W122651290 created "2016-06-24" @default.
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- W122651290 date "2008-01-01" @default.
- W122651290 modified "2023-09-26" @default.
- W122651290 title "Querying Probabilistic XML" @default.
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