Novelty detection using products of simple experts--a potential architecture for embedded systems.
basic_science · Level V
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Abstract
The 'Product of Experts' architecture (concentrating on binary-stochastic elements) is described in the context of its suitability for implementation as mixed-mode hardware, with algorithmic modifications that render the training procedure hardware-implementable. Results show that the PoE is capable of modelling non-linear, multi-dimensional data drawn from both artificial and real sources. The capability of the PoE to perform on-line novelty detection is described and demonstrated on both artificial and real data.
Medical subject headings
- Algorithms
- Neural Networks, Computer
- Nonlinear Dynamics
- Stochastic Processes