What Challenges Arise in Applying Multivariate Methods?
While multivariate statistical methods provide powerful tools for data analysis, they also present several challenges. One major issue is the need for large and high-quality datasets, as small sample sizes can lead to overfitting and unreliable results. Additionally, the interpretation of multivariate analysis can be complex, requiring a thorough understanding of both the statistical methods and the toxicological context. Another challenge is the potential for multicollinearity, where two or more variables are highly correlated, which can complicate the analysis and interpretation of results.
