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The presence of these structures may be (in part) a result of overfitting due to the complex representation of processes, the number of free parameters, the limited observability, and the quality of the data.
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LGM approach provides more flexibility in the analysis of change and complex representation of change process compared to traditional ANOVA approach for the analysis of repeated measure over time [ 36, 37].
Consequently, it seems that we need a more complex representation of the interactions and processes within the microbiological world than can be provided by giving ontological priority to either the tree of life (if such there be) or the tree of cells.
- Dimension reduction assumes that the observed high dimensional data in glioma is a complex representation of several lower dimensional genomic processes.
The overall process integrates the complex representation of attributes from different sources with a dynamic approach to allow the implementation of flexibility over time.
The models include increasingly complex representations of leakage and evapotranspiration processes.
As complex representations of the interaction between human activity and natural processes, we believe these layers deserve detailed investigation.
The proposed framework could however easily be adapted to include more complex representations of the influencing factors and of the biological processes affected by them (e.g. different arms of immune response, reproduction).
Fig. 2 Schematic representation of processes that induce behavioral changes.
161 Networks and network representation of processes have an important role in the implementation of systems based approaches and the analysis of large datasets and complex processes.
BPMN is a graphic notation for specifying business processes; according to Gonçalves et al. [29], BMPN's main objective is to give representation to users while also representing the complex semantics of processes.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com