Association rule hiding

Large repositories of data contain sensitive information that must be protected against unauthorized access. The protection of the confidentiality of this information has been a long-term goal for the database security research community and for the government statistical agencies. Recent advances in data mining and machine learning algorithms have increased the disclosure risks that one may encounter when releasing data to outside parties. A key problem, and still not sufficiently investigated, is the need to balance the confidentiality of the disclosed data with the legitimate needs of the data users. Every disclosure limitation method affects, in some way, and modifies true data values and relationships. We investigate confidentiality issues of a broad category of rules, the association rules. In particular, we present three strategies and five algorithms for hiding a group of association rules, which is characterized as sensitive. One rule is characterized as sensitive if its disclosure risk is above a certain privacy threshold. Sometimes, sensitive rules should not be disclosed to the public since, among other things, they may be used for inferring sensitive data, or they may provide business competitors with an advantage. We also perform an evaluation study of the hiding algorithms in order to analyze their time complexity and the impact that they have in the original database

La Cardiologia Preventiva e Riabilitativa “3.0”: dalle acuzie alla cronicità. Position paper del Gruppo Italiano di Cardiologia Riabilitativa e Preventiva (GICR-IACPR)[Cardiac rehabilitation "3.0": from the acute to the chronic stage. A position paper from the Italian Association for Cardiovascular Prevention and Rehabilitation (GICR-IACPR)]

Cardiac rehabilitation (CR) represents a cardiology subspecialty that is devoted to the care of cardiac patients, early and long term after an acute event. CR aims at improving both quality of life and prognosis through risk and prognostic stratification, clinical stabilization and optimization of therapy, management of comorbidities, treatment of disability, and the provision of sustained long-term preventive and rehabilitative services.The mission of CR has changed over time. From being centred on the acute phase, health care of cardiac patients is increasingly involving the long-term chronic phase. The aim of the present position paper is to provide the state of the art of CR in Italy, discussing strengths and weaknesses as well as future perspectives

Cardiac Prevention and Rehabilitation "3.0": From acute to chronic phase. Position Paper of the ltalian Association for Cardiovascular Prevention and Rehabilitation (GICR-IACPR).

Cardiac rehabilitation (CR) is the subspecialty of clinical cardiology dedicated to the treatment of cardiac patients, early and in the long term after an acute event. The aim of CR is to improve both quality of life and prognosis through prognostic stratification, clinical stabilization and optimization of therapy (pharmacological and non), management of comorbidities, treatment of disability, as well as through the provision and reinforcement of secondary prevention interventions and maintenaince of adherence to treatment. The mission of CR has changed over time. Once centered on the acute phase, aimed primarily at short-term survival, the healthcare of cardiac patients now increasingly involves the chronic phase where the challenge is to guarantee continuity and quality of care in the medium and long-term. The aim of the present position paper is to provide the state-of-the-art of CR in Italy, discussing its trengths and weaknesses as well as future perspectives