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UK Portfolios

Patents are subject to changes, might be replaced.

Portfolio 12
Automated Learning Machine

Patent No.


Originated by



Title of Patent: 

Hierarchical sparse dictionary learning (HiSDL) for heterogeneous high-dimensional time series

  • A hierarchical sparse dictionary learning system and method to construct a learned dictionary regularised by a prior over-complete dictionary

  • Possible to characterize given data which includes high-dimensional time series for an interpretable dictionary output which can adapt to given data and generalise by a priori dictionaries

  • Able to determine whether the learned dictionary converges to an input data set, and output the learned dictionary regularised by at least one a priori over-complete dictionary

Potential Areas of Applications:

  • Machine Learning

  • Computer Vision

  • Robotics

  • Biometric Identification

  • FinTech

  • Blockchain

Proposed Schemes:

Assignment basis 5% - 10% equity exchange

Schemes are subject to the business model and are open for discussion.

IP Originated by


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