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Titlebook: Data and Applications Security and Privacy XXXVI; 36th Annual IFIP WG Shamik Sural,Haibing Lu Conference proceedings 2022 IFIP Internation

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Cellular Automata (Q2R and Creutz)cially difficult contextual information loss and balance challenges for machine learning. Experiments applying MCoM to collected security data sets show promise for addressing these challenges, achieving state-of-the-art performance compared with other methods.
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Utility and Privacy Assessment of Synthetic Microbiome Datawe generate synthetic training data and investigate its performance for a variety of machine learning tasks on microbiome samples. Our findings indicate the suitability of synthetic microbiome data for analysis and for privacy protection.
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End-to-End Protection of IoT Communications Through Cryptographic Enforcement of Access Control Poli preliminary performance evaluation with a prototype implementation in an open-source tool shows the overhead is acceptable in relevant use case scenarios and provides a higher level of security with respect to other approaches.
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