| Justin Werfel
Research Interests:
- Coordination in distributed systems
- Neural computation
- Self-organization
Song production in the zebra finch:
Listening to other birds, songbirds memorize a temporally extended pattern
of sound; later they learn to reproduce that song, beginning with babbling
and gradually learning how to manipulate their vocal apparatus to generate
the desired result. Neural recordings have been made from various areas
of the brain thought to be involved with aspects of song including: motor
control, at levels from individual acoustic features up to entire
syllables; auditory feedback; comparison of that feedback with the
memorized acoustic pattern; and so on. What computation are each of those
areas actually performing? How are the neurons within each area wired up
to accomplish that computation? Under what learning rule are their
connections modified to achieve that wiring? And how are the different
areas connected together, so that the entire system manages the feats we
observe?
Birdsong is also of interest as a system which involves elements, such
as sequence learning and vocal motor control, present also in human
speech, but which is simpler and more experimentally tractable.
Publications:
Werfel, Justin, Melanie Mitchell, and James P. Crutchfield. Resource
sharing and coevolution in evolving cellular automata. IEEE Transactions
on Evolutionary Computation 4:388-393 (2000).
Other links:
http://hebb.mit.edu/people/jkwerfel/
http://www.swiss.ai.mit.edu/~jkwerfel/ |