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Machine Learning and Data Mining

Our work in visual computing is closely linked to artificial intelligence and its applications.

This research focus includes pattern recognition, knowledge extraction and data mining, time-series prediction and large-scale analysis of multi-dimensional data. In particular, our expertise and project areas are as follows:

  • Large-scale analysis of multi-dimensional data for the purposes of verification, classification and clustering
  • Development of automated real-time machine learning systems
  • Efficient feature extraction from digital images and feature identification using machine learning algorithms (neural networks, support vector machines, radial basis functions, adaboosting, etc)
  • Optimisation and automation of learning algorithms
  • Development of time-series prediction systems
  • Soft computing and application

For an example, please view the case studies:

  • Predicting human facial ageing
  • Satellite Imaging