讲授人:David Ríos Insua 西班牙皇家科学院院士。
授课时间:永利四楼第二会议室(沙发)
授课时间:
共计9次,每次1小时,每周四下午13:00-14:00
2020年10月15日、10月22日、10月29日、11月5日、11月12日、11月19日、11月26日、12月3日、12月10日
课程简介: Many major current global challenges relatewith security issues, e.g. with respect to climate change, terrorism,cybersecurity or aviation safety. In this short course, we shall introduce someof the models that allow us to deal with such problems in a guided tour thatwill take us from risk analysis to adversarial risk analysis. Ideas will beillustrated with examples from aviation safety, national security,cybersecurity and adversarial machine learning. Some open problems will bepresented.
课程提纲:
· Basicconcepts in risk and decision analysis.
· Belief and prereference modeling.
· Basicconcepts in non cooperative games.
· Aframework for risk analysis.
· Anexample from aviation safety.
· Aframework for adversarial risk analysis.
· Examplesfrom national security and cybersecurity.
· Anintroduction to adversarial machinelearning
参考书目:
· S.French, D. Ríos (2000) Statistical Decision Theory, Arnold.
· D.Ríos, F. Ruggeri, M. Wiper (2012) Bayesian Analysis of Stochastic ProcessModels, Wiley.
· D.Banks, J. Ríos, D. Ríos (2015) Adversarial Risk Analysis, Taylor Francis.
· D. Ríos, R. Naveiro, V. Gallego,J. Poulos (2020) Adversarial Machine Learning: Perspectives from AdversarialRsik Analysis, arXiv:2003.03546
讲义: