The feasibility of this approach is established by thermodynamic modeling and the construction of a proof-of-concept prototype, which is also used to fine tune model parameters.
The training set was then used to develop SVM models and the test set was used to fine tune model parameters and assess their predictive performance.
In our experience with previous data mining projects, rather than fine tune models, the most effective way to improve accuracy is to add new features which are as uncorrelated as possible with existing features.
To resolve these issues, this paper presents a model evaluation and uncertainty propagation approach that uses a novel combination of data clustering, model parameter fine-tuning, model screening and ranking, model uncertainty quantification, and Monte Carlo simulation methods.
The work is also expected to help computer scientists fine-tune models that simulate global climate.
UC Berkeley scientists are drilling cores from the lake sediments to explore this history and fine-tune models for predicting the fate of today's flora and fauna in the face of global warming and pressure from a burgeoning human populations.
Those levels are commonly used to fine-tune models that attempt to predict how much Earth's average sea level may rise because of climate change.
Moreover, the rapid developments in the ICT industry, resulting in improved possibilities to obtain large amounts of data, as well as an ever-increasing processing power of computing devices, make it easier to validate and fine-tune simulation models based on empirical data.
By fine tuning the model constants, a good agreement between the experimental results and computer predictions was achievable.
The ForestSimMPB is calibrated by fine tuning two model parameters, and implemented using data from three sites located in the Cariboo Regional District in the central interior of BC.
