Information processing device, information processing method and medium
An information processing device of the present invention includes: a cluster information acquisition unit which acquires information indicating a cluster which is a set of records in an anonymized state in which at least a portion of attribute values of set-valued attributes, which can include one value or a plurality of values included in the records, is removed from the cluster which is a set of records including an attribute value so that the cluster satisfies a predetermined anonymity; and a set-valued attribute refinement unit which discloses at least a portion of attribute values from among removed attribute values of the set-valued attributes of records included in the cluster acquired by the cluster acquisition, and divides the cluster into clusters which satisfy the predetermined anonymity based on the disclosed attribute values.
1. An information processing device comprising:
a processor; and
a storage, with a predetermined memory space, storing executable instructions that, when executed by the processor, causes the processor to perform as:
a cluster information acquisition unit which acquires information indicating a cluster that includes a set of records in an anonymized state, wherein the anonymized state at least a portion of original attribute values of set-valued attributes are removed so that the cluster satisfies a predetermined anonymity, and each set-valued attribute is configured to include at least one value;
a refinement attribute selection unit which selects each attribute to be a target of disclosure among attributes that the records include; and
a set-valued attribute refinement unit configured to:
restore at least a portion of the removed attributes of the selected set-valued attribute to the original attributes of the set-valued attribute, and
divide the cluster, using a top-down approach, based on the disclosed attribute value, when the attribute selected by the refinement attribute selection unit is the set-valued attribute.
2. The information processing device according to claim 1 , wherein
the refinement attribute selection unit calculates an index indicating a degree of information loss of an attribute included in the record in an anonymized state, and selects the attribute targeted in refinement based on the calculated index.
3. The information processing device according to claim 1 , wherein
the refinement attribute selection unit calculates an index with respect to each record for each set-valued attribute that a record group includes, and calculates an index related to the set-valued attribute in the record group based on the index of each record.
4. The information processing device according to claim 1 , wherein
the refinement attribute selection unit calculates an index for the set-valued attribute in a record group based on a mean value of the number of original attribute values in the set-valued attribute per one record and the total number of disclosed attribute values of the set-valued attribute in the record group.
5. An information processing method, comprising:
acquiring information indicating a cluster that includes a set of records in an anonymized state, wherein in the anonymized state at least a portion of original attribute values of set-valued attributes are removed so that the cluster satisfies a predetermined anonymity, and wherein each set-valued attribute is configured to include at least one value;
selecting each attribute to be a target of disclosure among attributes that the records include;
restoring at least a portion of the removed attributes of the selected set-valued attribute to the original attributes of the set-valued attribute; and
dividing the cluster, using a top-down approach, based on the disclosed attribute value, when the selected attribute is the set-valued attribute.
6. A computer-readable non-transitory recording medium storing a program implemented by at least one processor that allows a computer to perform the method of claim 5 .