520.776 Learning on Silicon
Silicon models of adaptive neural computation. Topics include
on-line learning architecture, on-chip and chip-in-the-loop learning,
support vector "machines" in silicon, analog and mixed-signal adaptive
VLSI circuits, and technology directions. Students in groups will
design and implement a learning machine on a chip fabricated through
the MOSIS foundry.
Instructor: Prof. Gert
Cauwenberghs, Barton 209/400B,
Time and location: Th 1:30-4, Barton 225
Silicon-- Adaptive VLSI Neural Systems, G. Cauwenberghs
and M. Bayoumi, Eds., Norwell MA: Kluwer Academic, 1999.
Adaptive Analog VLSI Neural Systems, M.A. Jabri,
R.J. Coggins and B.G. Flower, Chapman Hall, 1996.
Analog VLSI and Neural Systems, C.A. Mead,
Reading MA: Addison-Wesley, 1989.
Learning VLSI Systems: A Survey," G. Cauwenberghs, in
T.S. Lande, Ed., Neuromorphic Systems Engineering, Norwell
MA: Kluwer Academic, 1998.
VLSI Stochastic Perturbative Learning Architectures,"
G. Cauwenberghs, in T.S. Lande, Ed., Neuromorphic Systems
Engineering, Norwell MA: Kluwer Academic, 1998.
Support Vector Machine with On-Line Learning," R. Genov,
S. Chakrabartty and G. Cauwenberghs, Int. J. Pattern
Recognition and Artificial Intelligence,
vol. 17 (3), pp. 385-404, 2003.
Support Vector Machine in Silicon," R. Genov and
G. Cauwenberghs, IEEE Trans. Neural Networks,
vol. 14 (5), pp. 1426-1434, 2003.
Real-Time Adaptive Blind Source Separation," A. Celik,
M. Stanacevic and G. Cauwenberghs, Proc. IEEE
Int. Symp. Circuits and Systems (ISCAS'2004), Vancouver Canada,
May 23-26, 2004.
Mixed-Signal Acoustic Localizer," M. Stanacevic and
G. Cauwenberghs, Proc. IEEE Eur. Solid State Circuits
Conf. (ESSCIRC 2003), Estoril Portugal, Sept. 16-18, 2003.
Timing-Dependent Plasticity in the Address Domain,"
R.J. Vogelstein, F. Tenore, R. Philipp,
M.S. Adlerstein, D.H. Goldberg, and G. Cauwenberghs,
Adv. Neural Information Processing Systems (NIPS'2002),
Cambridge: MIT Press, vol. 15, 2003.
Synaptic Weighting in a Reconfigurable Network of VLSI
Integrate-and-Fire Neurons," D.H. Goldberg,
G. Cauwenberghs and A.G. Andreou, Neural Networks,
vol. 14 (6-7), pp. 781-793, Aug. 2001.
Analog VLSI Stochastic Optimization for Adaptive Optics,"
M. Cohen, R.T. Edwards, G. Cauwenberghs,
M. Vorontsov and G. Carhart, Proc. Int. Joint
Conf. Neural Networks (IJCNN'99), Washington DC, vol. 4,
pp. 2343-2346, 1999.
January 29, 2004