While the interpretation of results in a large multidimensional space is difficult we propose an objective reduction through a Principal Component Analysis (PCA).
For example, the statement that the probability of "heads" in tossing a coin equals one-half, according to the relative frequency interpretation, implies that in a large number of tosses the relative frequency with which "heads" actually occurs will be approximately one-half, although it contains no implication concerning the outcome of any given toss.
Bi-linear methods based on estimated latent variables, e.g. Principal Component Analysis (PCA) [ 21, 22] and Partial Least Squares Regression (PLSR) [ 23- 25] (see Additional file 1: Appendix 1), have shown considerable success in analysis and interpretation of a large number of highly multivariate and complex data sets.
The feasibility of longer-term field experiments under difficult geochemical conditions has been demonstrated, accompanied by advances in equipment design, measurement and analysis techniques, and in the integration and interpretation of a large and diverse hydrological, structural and geochemical data set.
As one Saudi expert has written, the status and place of women "are what makes Saudi Arabia unique and different from other Arab and Muslim countries". (7) The Saudi Wahhabi interpretation of Islam is founded in a large corpus of religious legal findings.
Third, there are some conceptual issues with the interpretation of a large global difference in genome-wide CNVs between two cohorts of similar ethnic ancestry.
Interpretation A large proportion of the estimated remaining life is lost after a hip fracture, even in younger patients.
Therefore, we urge caution in this interpretation, particularly until these results can be expanded and validated in a larger population.
