Abstract
New methods for inferring data-consistent, selfreconfigurable power-law models from time series data are required and developed. These novel methods may be categorised into two broad groups, namely: straightforward (or direct) inference methods based on power-law models; and a jacobian based indirect inference method. The direct method involves applying direct means to infer a power-law model from time series data. The indirect method, however, uses a new system identification method to first infer a jacobian model as instant and temporal solution to the inverse problem before recasting the inferred jacobian model to corresponding power-law model using our newly developed recast technique. The recast method, in addition to normal behaviour, also provides a novel analytical technique for integrating power-law and jacobian models together. The modelling approach we have developed extends previous work on matrix-based network inference to model interoperability and multiple model transformation in terms of finding two distinct models (solutions) to an inverse problem.
Original language | English |
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Title of host publication | Proceedings of the eighth EUROSIM Congress on Modelling and Simulation, EUROSIM 2013, September 10-13, Cardiff, Wales |
Editors | Khalid Al-Begain, David Al-Dabass, Alessandra Orsoni, Richard Cant, Richard Zobel |
Place of Publication | Los Alamitos, CA |
Publisher | IEEE Computer Society |
Pages | 250-258 |
Number of pages | 9 |
ISBN (Print) | 970769550732 |
DOIs | |
Publication status | Published - 2013 |
Event | 8th EUROSIM Congress on Modelling and Simulation - Wales Millennium Centre, Cardiff, United Kingdom Duration: 10 Sep 2013 → 13 Sep 2013 Conference number: 8th https://at-web1.comp.glam.ac.uk/EuroSim2013/ |
Other
Other | 8th EUROSIM Congress on Modelling and Simulation |
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Abbreviated title | EUROSIM 2013 |
Country | United Kingdom |
City | Cardiff |
Period | 10/09/13 → 13/09/13 |
Internet address |