This volume constitutes the refereed proceedings of the IFIP WG 8.4 8.9 TC 5 International
Cross-Domain Conference on Availability Reliability and Security in Information Systems
CD-ARES 2016 and the Workshop on Privacy Aware Machine Learning for Health Data Science PAML
2016 co-located with the International Conference on Availability Reliability and Security
ARES 2016 held in Salzburg Austria in September 2016. The 13 revised full papers and 4 short
papers presented were carefully reviewed and selected from 23 submissions. They are organized
in the following topical sections: Web and semantics diagnosis prediction and machine
learning security and privacy visualization and risk management and privacy aware machine
learning for health data science.