Detecting quasi-identifiers in datasets
AssigneeInternational Business Machines Corporation
InventorsStefano Braghin, Aris Gkoulalas-Divanis, Michael Wurst
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AssigneeInternational Business Machines Corporation
InventorsStefano Braghin, Aris Gkoulalas-Divanis, Michael Wurst
Estimating the term…
Quasi-identifiers (QIDs) are detected in a dataset using a set of computing tasks. The dataset has a plurality of records and a set of attributes. An index is generated for the dataset. The index has an indicator for each attribute value of each record in the dataset. Each indicator specifies all the records in the dataset having the same value for the attribute. Each task is assigned an attribute combination and a subset of the plurality of records in the dataset and is passed to a thread for execution on computing resources. The executing task inspects the set of records specified by the index indicator for each attribute value in the attribute combination to produce a result. The result of at least one task identifies a unique record for the associated attribute combination. The attribute combination producing the unique record is a QID.
A method for detecting quasi-identifiers in a dataset using a set of computing tasks, the dataset having a plurality of records and further having a set of attributes, each record having an attribute value for each attribute in the set of attributes, the method comprising:
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