Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent work [12] shows that conventional privacy preserving publishing techniques based on anonymity-groups are susceptible to corruption attacks. In a corruption attack, if the sensitive information of any anonymity-group member is uncovered, then the remaining group members are at risk. In this study,  abandon anonymity-groups and hide sensitive information through perturbation on the sensitive attribute. With each record being perturbed independently, corruption attacks cannot be effectively carried out. Previous anti-corruption work did not minimize information loss.  proposes to address this issue by allowing fine-grain privacy specification.  demonstrate the por of our approach through experiments on real medical and synthetic datasets.
['Rhonda Chaytor', 'Ke Wang', 'Patricia L. Brantingham']
I am writing a research paper on a idea Fine-Grain Perturbation for Privacy Preserving Data Publishing
[{"from": "human", "value": "I am writing a research paper on a idea Fine-Grain Perturbation for Privacy Preserving Data Publishing"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Recent work [12] shows that conventional privacy preserving publishing techniques based on anonymity-groups are susceptible to corruption attacks. In a corruption attack, if the sensitive information of any anonymity-group member is uncovered, then the remaining group members are at risk. In this study,  abandon anonymity-groups and hide sensitive information through perturbation on the sensitive attribute. With each record being perturbed independently, corruption attacks cannot be effectively carried out. Previous anti-corruption work did not minimize information loss.  proposes to address this issue by allowing fine-grain privacy specification.  demonstrate the por of our approach through experiments on real medical and synthetic datasets."}]