We formulate a functional data analysis approach for estimating the parameters of nonlinear dynamical models and evaluate this approach on data from two real systems, the gap gene system of Drosophila melanogaster and the synthetic IRMA network, which was created expressly as a test case for genetic network inference.
As an alternative to the traditional "wrapper" approach [ 20], we formulate a new data matrix with features that were found to be members of the best-performing feature-subsets for at least 70% of the runs.
Using a virtual platform of a stereo-radiographic system, the objectives of this study were to evaluate the ability of an SSM to predict subject-specific 3D implanted patellar geometries from simulated 2D image profiles, and to formulate an effective data collection methodology for PF kinematics by considering accuracy for a variety of patient pose scenarios.
A data scientist's biggest skill is the ability to formulate a question from data and understand the context the data is gathered from.
Chen et al. [ 25] have explored dynamic gene regulatory interactions from gene expression data, while Summer and Perkins [ 26] have formulated a functional data analysis approach to identify nonlinear models of gene regulatory networks.
The goal: to formulate a national digital water data and information policy framework for sharing, integrating, and disseminating public data to characterize and forecast the quantity, quality, and uses of water across the United States.
We formulated a multivariate data matrix with n (rows) as the sample of enhancers and p (columns) the number of TFs for training and control data sets (for control data set see Additional file 6: Table S5).
In this concluding article of the NextGen Special Issue we synthesize insights and formulate a strategy to advance data, models, and knowledge products that are consistent with this vision.
The committee also will review and update the facility's science case, update and finalize the top-level scientific and technical requirements, and update the operations procedures and formulate a science support and data plan.
Thus the research was situated within the context of providing an example of empirical research in the field of CSR, and used as an opportunity to teach students how to formulate a research question, gather data and analyse results.
We did not have enough data information to formulate a more complete model which includes competing mortality.
