The VIP is usually used in screening biomarkers in metabolomics. I have calculated the VIP from the principle components. But which of them should be used, the most representative component or average of VIP from every components?
VIP represent variables of greatest importance for the model. Generally a threshold of VIP scores greater than 1.0 is used for finding discriminatory variables. We use the average of VIP for every components to rank the variables.