DOI: http://dx.doi.org/10.7554/eLife.06134.014 We therefore conclude that grouping responses by their similarity in the training data identified clusters that conserved the information available about the stimuli in the test data, thus indicating that the similarity we measured is a general feature of the code and not limited to a particular set of stimuli.
As meiosis is evolutionarily conserved, the information on transcriptional domains obtained from the model system Arabidopsis has value not only in assessing the conservation of functional pathways in meiosis of other eukaryotes but also in applications seeking to improve crop plants.
In practice, the DSIHE is better than the BBHE in both preserving the image brightness and conserving the information content.
Given the small ensemble size compared to the model dimension, cross-covariances in P f are ignored to ensure a positive-definite matrix (one may consider reduced rank filters or localization techniques to address this issue, while conserving the information carried by off-diagonal elements).
As we discuss below, our notion of flux conserves the information of reaction fluxes between species.
Thus, Diversity and Evenness profiles reliably conserve the information of higher dimensional frequency distributions (Fig. 3; Additional files 6 and 7) and reflect accurately the state of clonal expansion (Fig. 2; Additional file 2).
Thus, several couples of the least and utmost PP and ZP are needed to embed data and need to conserve the spare information like the value of PP, ZP and location information of overflow/underflow pixels.
This is a simple and effective method which conserves the phase information of the input signal.
The overarching goal, common to all classification systems, is the reduction of stillbirths and the primary purpose of classification, also common to all, is to conserve the useful information about the death.
The act of incorporating the evolutionarily conserved sequence information in the regulatory regions filters out the non-conserved TFBSs, thereby greatly reduce the false positive prediction rate [15], [16], [17], [18], [19].
This smoothing process does not only have to generate a good compromise between ironing out the sharpest discontinuities of the sensitivity map and at the same time conserving the essential sensitivity information, but also has to be capable of keeping certain feature lines of the geometry.
