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Personal Data Ecosystem: Privacy, Utility, and Efficiency Challenge
Speaker: Dr. Hamed Haddadi Imperial College London Title: "Personal Data Ecosystem: Privacy, Utility, and Efficiency Challenge" Date: Thursday, 19 July 2018 Time: 4:00pm - 5:00pm Venue: Room 4475 (via lift no. 25/26, HKUST) Abstract: We are living in an increasingly complex ecosystem of behavioural profiling and personal data analytics. In this talk, I present our ongoing work on utilising edge-computing to improve the scalability and privacy of user-centred analytics in the context of personal data. I present an ecosystem where devices and resources centred around the user, collectively referred to as the edge, can complement the cloud for providing privacy-aware, yet accurate and efficient analytics. I then present the evaluations of the proposed framework for applying privacy-preserving deep learning techniques on a number of exemplar applications, and discuss the broader implications of such approaches for future systems such as the Databox platform. ******************** Short Biography Dr Hamed Haddadi is a Senior Lecturer (~Associate Professor) and the Deputy Director of Research in the Dyson School of Design Engineering, at The Faculty of Engineering at Imperial College London. He leads the Systems and Algorithms Design Laboratory (SysAl). He is also an Academic Fellow of the Data Science Institute. His research interest are in User-Centered Systems, IoT, Applied Machine Learning, Privacy, and Human-Data Interaction. He studied for BEng/MSc/PhD at University College London. He was a postdoctoral researcher at Max Planck Institute for Software Systems in Germany, and a postdoctoral research fellow at Department of Pharmacology, University of Cambridge and The Royal Veterinary College, University of London, followed by few years as a Lecturer and consequently Senior Lecturer in Digital Media at Queen Mary University of London. He has spent time working and collaborating with Intel Research, Microsoft Research, AT&T Research, Telefonica, Qatar Computing Research Institute, and Sony Europe. When not in the lab, he prefers to be on a ski slope or in a kayak. More: https://www.imperial.ac.uk/people/h.haddadi