What Challenges are Faced in Statistical Analysis?
Several challenges complicate statistical analysis in nanotechnology:
- High Dimensionality: Nanotechnology data is often high-dimensional, requiring robust methods to reduce dimensionality and facilitate analysis. - Small Sample Sizes: Experiments at the nanoscale often produce limited data points, making it difficult to draw statistically significant conclusions. - Measurement Uncertainty: The precision of measurement techniques can vary, introducing uncertainty that must be accounted for in the analysis. - Complex Interactions: Nanomaterials can exhibit complex interactions that are difficult to model and understand using traditional statistical methods.
