For large scale labeling, 1 mg purified AC133 antibody was incubated with 60 µM CyDye Cy5.5 mono-reactive NHS ester in 100 mM disodium hydrogen phosphate (pH 9) for 2 h.
However, large-scale labeled training set has an extremely high labor cost and not readily available.
It means those algorithms need a very large-scale labeled training set to ensure the accuracy of classification.
By understanding the physical properties of waves and their propagation, the system can achieve accurate excitation tracking on different structures without large-scale labeled training data.
To our knowledge, this work reports the first analytical platform for the large-scale label-free quantitation of whole proteins in complex mixtures using top down proteomics.
Recently, text mining methods have begun using distant supervision for specific biological domains (Poon et al., 2015), but distant supervision has not been used for large-scale labeling of gene gene interactions from either biomedical or biological context.
The active learning algorithms can be extended to the large scale applications in which the labeled samples are very limited or expensive and the models are required to be frequently transferred.
Consider advanced organization software like Adobe Bridge if you are working on large scale projects and need complex labeling and meta-data functions.
Studies of additional types of semi-supervised learning algorithms, as well as methods of predicting RSS values, are envisioned in order to continue to address the time consuming labeling task in large scale environments.
To expand our sample size, we then chose 43 miRNAs which were predicted to be differentially expressed in CLL from our previous data, 4 miRNAs from published data, and 3 control miRNAs (listed in Table S2) for large scale profiling with the FlexmiR miRNA labeling kit (Luminex, Austin, TX, USA, as described [18].
Others described new warning labels and a large scale media campaign: "Information about tobacco cessation is disseminated everywhere".
