Dr
David Lowe
Neural Computing Research Group, Aston University
Email: d.lowe@aston.ac.uk
Web: click
here
My research
interests span theory and well-founded applications development
across a wide domain, as I prefer to `browse' rather than burrow.
I have particular interests in statistical pattern analysis, dynamical
systems and nonlinear time series forecasting, and neuromorphically
inspired information processing systems.
Current projects
include:
- `topographic'
feature extraction by feed-forward networks and links to Sammon
mappings and fibre bundle theory.
Tracking,
characterisation and model order selection in nonstationary environments.
- multivariate
nonlinear time series analysis in various financial market problems,
from Portfolio optimisation to Options pricing and FX trading
decisions.
- theoretical
implications of approximating probability distributions from
finite data
- validation
and verification of neural networks in embedded systems
- development
of neural networks in cranking calibration and ignition timing
in internal combustion engines.
- introduction
of neural network techniques into `soft' sciences such as literary
stylometric analysis, and analysing legal documents.
- EEG signal
analysis focussing on the structural characterisation of EEG
structure conditional upon mental activity.
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