The highest exemplar identification rank accuracy obtained in this leave-one-participant-out method was 0.81 for one of the participants (compared to an accuracy of 0.53 from random predictions).
Problem identification and ranking through personal and collective interviews of the villagers formed a core basis for the livelihood assessment.
and internal risks (products, resources, processes, new technology, etc).. Different approaches are often considered by the manufacturers to mitigate probable risk such as identification, scaling, ranking and prioritization.
Through a four-stages process based on the consecutive analysis of hazard, exposure, vulnerability and risk the methodology allows a semi-quantitative evaluation of the relative risk from anthropogenic and natural sources to multiple endpoints, thus supporting the identification and ranking of areas and targets more likely to be at risk.
The reasons for this apparent discrepancy have been explained by the limits of simple machine-learning identification and ranking techniques, and the biological relevance and meaning of the prognostic gene lists was questioned.
From the results, the B-LDA-MPCA algorithm has achieved the best rank 1 and rank 5 recognition results on all probes except the rank 1 identification rate on probe B and the rank 5 identification rate on probe D, demonstrating its superior recognition performance.
The degree of peak identification is ranked as B, M or D; B is broad compound classes only (e.g. orthophosphate monoesters); M is moderate, with some more specific identifications, usually of myo-IHP; and D indicates spectra with detailed peak identifications, generally confirmed with spiking experiments.
These bacteria were classified based upon their closest identification and ranked at the most suitable genus, family or order level.
