We presented a novel data anonymisation approach, which
takes into account the reliability of data requesters and the
relative attribute importance for the application purpose. We
quantified the level of anonymisation through the concept of
the degree of data anonymisation, and derived a decomposition
algorithm for data anonymisation. Our experimental
results show that our data anonymisation method achieves
better data utility than general approaches with regard to the
trust and application purposes.