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"Privacy Protection Practice for Data Mining with Multiple Data Sources" by Pauline O'Shaughnessy and Yan Xia Lin

In the age of data, data mining provides feasible tools with which to handle large datasets consisting of data from multiple sources. However, there is limited research on retrieving statistical information from data when data are confidential and cannot be shared directly. In this paper, we address this problem and propose a framework for performing data analysis using data from multiple sources without revealing true values for privacy purposes. The proposed framework includes three steps. First, data custodians individually mask data before publishing; then, the masked data collection is used to reconstruct the density function of the original dataset, from which resampled values are generated; last, existing data mining techniques are applied directly to the resampled data. This framework utilises the technique of reconstructing an original density function from noise-masked data using the moment-based density estimation method, which plays an essential role. Simulation studies sho ....

Data Masking , Data Mining , Ultiplicative Noise , Sample Size Calculation ,

Effect of Nitric Oxide via Cardiopulmonary Bypass on Ventilator-Free Days in Young Children Undergoing Congenital Heart Disease Surgery: The NITRIC Randomized Clinical Trial | Congenital Defects | JAMA

This clinical trial compares the efficacy of nitric oxide applied into the cardiopulmonary bypass oxygenator vs standard care on ventilator-free days in childre ....

United States , New Zealand , New South Wales , Western Australia , Janivo Stichting , Christopher Seymour , Mallinckrodt Pharmaceuticals , National Health , Operational Infrastructure Support Program , University Of Queensland , Zealand Intensive Care Society , Department Of Anesthesiology , Heartkids Foundation , Research Council , Educational Fund , Dutch National Health Insurance Innovation Fund , Health Research Council Of New Zealand , Group Information , Perth Children Hospital Foundation , Clinical Trials Group , Study Group , Zealand Intensive Care Society Clinical Trials Group , Statacorp Pty Ltd , University Medical Center Utrecht , Children Hospital Foundation , Wilhelmina Research ,

Effect of Slower vs Faster Intravenous Fluid Bolus Rates on Mortality in Critically Ill Patients

Effect of Slower vs Faster Intravenous Fluid Bolus Rates on Mortality in Critically Ill Patients
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Mato Grosso Do Sul , Alexandreb Cavalvanti , Baxter Hospitalar , Monge Garci , Serpa Neto , Dal Pizzol , Rua Abilio Soares , Brazilian Ministry Of Health , Solutions In Intensive Care Study Ba , Group Information , Hcor Research Institute , Ionis Pharmaceuticals , Balanced Solutions , Intensive Care Study , Fluid Challenges , Intensive Care , Sequential Organ Failure Assessment , Kidney Disease , Improving Global Outcomes , Sample Size Calculation , End Point , Bend Points , Hoc Sensitivity Analyses , Fluid Expansion , Supportive Therapy , Research Institute ,

Effect of Intravenous Fluid Treatment With a Balanced Solution vs 0.9% Saline Solution on Mortality in Critically Ill Patients: The BaSICS Randomized Clinical Trial | Acid Base, Electrolytes, Fluids | JAMA

Effect of Intravenous Fluid Treatment With a Balanced Solution vs 0.9% Saline Solution on Mortality in Critically Ill Patients: The BaSICS Randomized Clinical Trial | Acid Base, Electrolytes, Fluids | JAMA
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Vila Real , Baxter Hospitalar , Alexandreb Cavalcanti , Rua Abilio Soares , Brazilian Ministry Of Health , Solutions In Intensive Care Study Ba , Group Information , Baxter International , Laboratory Data , Isotonic Solutions , Chronic Health Evaluation , Hcor Research Institute , Ionis Pharmaceuticals , R Foundation For Statistical Computing , Balanced Solutions , Intensive Care Study , Research Institute , Acute Physiology , Sequential Organ Failure Assessment , Kidney Disease , Improving Global Outcomes , Sample Size Calculation , Statistical Computing , Glasgow Coma Scale , Hoc Analyses , Major Adverse Renal Events Trial ,