Profile
I obtained a BA in Physics and a BSc in Electrical Engineering at the
Technion, Haifa, Israel and later on an MSc in Physics (relativistic
field theory) and a PhD in Electrical Engineering (neural networks) at
the Tel-Aviv University. In 1992 I joined the neural networks group in
the physics department at Edinburgh University first as a postdoc and
later on as a lecturer, working mainly on theoretical issues. In 1995 I
joined the Neural Computing Research Group at Aston as a lecturer and
was promoted later on to a reader (1997) and subsequently to a
professor (1999). Since 2006 I have been the Head of the Mathematics Group.
Qualifications & Education
- BA in Physics (Cum Laude), Technion, Haifa, Israel, 1982
- BSc in Electrical and Electronic Engineering, (Cum Laude), Technion, Haifa, Israel, 1982
- MA in Physics, Tel-Aviv University, 1987
- PhD in Engineering, Tel-Aviv University, 1992
Employment
- 1999 – date: Professor of Information Mathematics in the School of
Engineering and Applied Science, Aston University; Head of Mathematics
since 2006.
- 1997 – 1999: Reader in the NCRG and Department of Computer Science and Applied Mathematics, Aston University
- 1995 – 1997: Lecturer in the NCRG and Department of Computer Science and Applied Mathematics, Aston University.
- 1993 – 1995: Lecturer in the Physics Department, University of Edinburgh.
Teaching activity
Teaching on the Mathematics programmes:
- Partial Differential Equations (currently delivered by Bill Cox)
- Mathematical Methods
Research interests
- Statistical mechanics of disordered systems
- Advanced Inference in complex systems
- Error Correcting Codes and Cryptography
- Multiuser communication (CDMA, broadcasting)
- Hard Computational Problems
- Computing with noise
- Distributed resources in networks
Recent research funding
I held 7 EPSRC grants as well as grants from the Leverhulme Trust (2), EU (3), Royal Society and British Council (2).
Current grants:
Inference and Complexity in Complex Composite Systems, EPSRC (EP/E049516/1) - £322,747 (with D. Lowe - CI).
Noisy Computation in Boolean Functions – a Statistical Physics View, Leverhulme Trust (F/00 250/H) - £135,111.
Decoding
Network Structure with Message Passing Algorithms, The British Council,
British-German Academic Research Collaboration programme - £2,250.
Inference
Beyond the Limits via Insights from Physical Systems,
Leverhulme Trust, £154,017 (with J. Neirotti - CI).
PhD Supervision
I have supervised about 11 PhD students and 14 MSc students.
Membership of Professional Bodies
American Physical Society
Key publications
See a full list of publications at the
AURA archive.
Books:
D. Saad (editor), On-Line Learning in Neural Networks, Publications of the Newton Institute, Cambridge University Press, (1998).
M. Opper and D. Saad (editors), Advanced Mean Field Methods - Theory and Practice, MIT press,
Journal papers:
Y. Kabashima, T. Murayama and D. Saad, ``Typical Performance of Gallager-type Error-Correcting Codes'', Phys. Rev. Lett. 84, 1355-1358, (2000).
Y. Kabashima, T. Murayama and D. Saad, ``Cryptographical Properties of Ising Spin Systems'', Phys. Rev. Lett. 84, 2030-2033, (2000).
R. Vicente, D. Saad and Y. Kabashima, ``Error-correcting Code on a Cactus: a Solvable Model'', Europhys. Lett. , 51, 698-704, (2000).
A.C.C. Coolen, D. Saad and Y. Xiong, ``On-line Learning from Restricted Training Sets in Multilayer Neural Networks'', Europhys. Lett. , 51, 691-697, (2000).
Y. Kabashima and D. Saad, ``Statistical Mechanics of Low-Density Parity Check Codes'', Jour. Phys. A (invited paper), 37, R1-R43, (2004).
J.P. Neirotti and D. Saad, ``Improved Message Passing for Inference in Densely Connected Systems'', Europhys. Lett. 71, 866-872, (2005).
K.Y.M. Wong and D. Saad, ``Inference and Optimization of Real Edges on Sparse Graphs - a Statistical Physics Perspective'', Phys. Rev. E, 76, 011115 (2007).
A. Mozeika, D. Saad and J. Raymond, ``Computing with Noise - Phase Transitions in Boolean Formulas'', Phys. Rev. Lett. 103, 248701 (2009).