The experiments show that POS can yield comparable efficiency with the raw Storm implementation, but with much less code development and maintenance efforts.
Since statistical programs manage and manipulate raw data, their implementation should be critically reviewed to determine whether or not they should undergo validation.
In our current implementation, the raw data are written to an HDF5 file on disk in a sequential way using the direct chunk write function [15] and an n-bit filter.
This preliminary simulator implementation, still raw for practical use by planners and authorities, is already mature to guide the design of innovative resilience-increasing urban solutions (i.e.: architectural components like handrails, raised flooring systems) in specific hazardous urban areas, as support to traditional strategies (i.e.: early warning systems; evacuation plan communication).
Further details on CRI implementation, including raw data, processed data, scripts (python and R) and output files can be accessed at [ 29].
While the TPM transform should in principle be more stable than raw FPKM, the software implementation (rsem-calculate-expression version 1.2.6 at time of writing) calls Bowtie with lax mapping parameters that result in dozens to hundreds of genes being called highly expressed in one pipeline vs. trace or zero expression in the other.
The MANUEL implementation trains by comparing raw and edited alignments, subsequently annotating them so they can be added to the existing training corpus.
It is obvious that distinct imaging techniques produce different types of raw image data and that the implementation of data and metadata standards will be of critical importance for the success of a morphological database.
We used parallel analysis [ 60] to identify the number of factors to include in the factorial solution, through replacing the raw data method [ 61] by optimal implementation based on minimum rank factor analysis [ 62], generating 500 random correlation matrices.
Brazil has advantages for biorefineries implementation because it is a large raw materials producer, has a strong industrial sector, and has vast experience in biofuels.
