My current research interests relate to the dynamics of learning in artificial neural networks, mainly in the context of learning with restricted training sets and learning with inhomogeneous data distributions.

Recent Publications

• On-Line Learning with restricted Training Sets: Exact Solution as Benchmark for General Theories
  Advances in Neural Information Processing Systems 11 ed. M.S. Kearns et al
  (Cambridge, MA: MIT Press) pp 316-22

• On-Line Learning with restricted Training Sets: An Exactly Solvable case
  Rae, H.C., Sollich, P. and Coolen, A.C.C., 1999, J.Phys. A:
  Math.Gen.pp. 3321-3339

• Non-Deterministic Learning Dynamics in Large Neural Networks due to Structural Data Bias
  Rae, H.C., Heimel, J.A.F., Coolen, A.C.C., 2000, J. Phys. A:
  Math.Gen.pp.8703-8722.
  
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  Department of Mathematics - King's College London