However, the presence of the desired signal component in the training data makes their performance very sensitive to the model mismatch [1 3], which arises due to imprecisely known wavefield propagation conditions, array perturbations, imperfectly calibrated arrays and finite sample effect.
Therefore, it is necessary to estimate and calibrate array errors prior to carry out Doppler ambiguity suppression.
Moreover, the recent development of Liquid Chromatography Mass Spectrometry (LC-MS) technology and Reverse Phase Protein Microarray (RPMA), a high-density quantitative, calibrated, multiplexed array for protein analysis allows us to develop specific proteomic signatures for PCa prognosis or related to the aggressiveness of the disease.
Furthermore, it also makes it much easier to calibrate the array with only a single A/D.
In our experiment, we adopt the approach mentioned in [23] to calibrate the array errors in two-dimension frequency domain and the prior form of covariance matrix corresponding to (11) as follows: (13).
Such telescope observations provide a better measure of the energy of the shower and are key for calibrating the array of surface detectors: By comparing the readout of the fluorescence telescopes and surface detectors on the same events, physicists can figure out how to better estimate a shower's energy from the surface detector alone.
Finally, we propose a strategy for using RNA-Seq data as a gold standard set to calibrate tiling array data.
Finally, we considered the problem of calibrating tiling array analysis using RNA-Seq as a gold standard set.
Here, a robust, automatic way to calibrate an array of detectors is of practical importance, especially as experimental imaging system progress towards clinical evaluation and gain acceptance.
