Abstract
| Original language | English |
|---|---|
| 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 |
|---|---|
| Abbreviated title | EUROSIM 2013 |
| Country | United Kingdom |
| City | Cardiff |
| Period | 10/09/13 → 13/09/13 |
| Internet address |
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Matrix-based analytical methods for recasting Jacobian models to power-law models. / Idowu, Michael A.; Bown, James L.
Proceedings of the eighth EUROSIM Congress on Modelling and Simulation, EUROSIM 2013, September 10-13, Cardiff, Wales. ed. / Khalid Al-Begain; David Al-Dabass; Alessandra Orsoni; Richard Cant; Richard Zobel. Los Alamitos, CA : IEEE Computer Society, 2013. p. 250-258.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
TY - GEN
T1 - Matrix-based analytical methods for recasting Jacobian models to power-law models
AU - Idowu, Michael A.
AU - Bown, James L.
PY - 2013
Y1 - 2013
N2 - 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.
AB - 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.
U2 - 10.1109/EUROSIM.2013.53
DO - 10.1109/EUROSIM.2013.53
M3 - Conference contribution
SN - 970769550732
SP - 250
EP - 258
BT - Proceedings of the eighth EUROSIM Congress on Modelling and Simulation, EUROSIM 2013, September 10-13, Cardiff, Wales
A2 - Al-Begain, Khalid
A2 - Al-Dabass, David
A2 - Orsoni, Alessandra
A2 - Cant, Richard
A2 - Zobel, Richard
PB - IEEE Computer Society
CY - Los Alamitos, CA
ER -