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The service offers a process of data transformation that allows companies to then utilize streaming information in any number of ways.
The interplay makes this process of data transformation more accessible to business data analysts, while increasing the productivity of quantitative data scientists who can use the human-machine interaction to get through various types of data in a faster manner.
Because a fuzzy-set score can be any number between 0 and 1, it can avoid information loss in the process of data transformation and more accurately reflect the situations of the chosen cases.
Figure 1 shows the general process of data transformation, from the retrieval from public repositories through data curation to the summarization of expression vectors into representative datasets.
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The process of data transformations to obtain the required statistics from what is reported in observational studies, consists of four steps.
Starting from a given ETL process model, Bijoux extracts the semantics of data transformations, analyzes the constraints they imply over input data, and automatically generates testing datasets.
OPM suggests to represent whole scientific workflows of data transformations as directed acyclic graphs (DAGs), whose nodes are artifacts and vertices are processes.
We are just at the start of this process of data-driven transformation and Harari says there is little we can do to stop it.
In the perspective of knowledge transformation [53], the process of data analyzing and problem solving by fuzzy sets or rough sets is actually to find a mapping from the information represented by the original finest-grained data to the knowledge hidden behind a set of optimized coarser and more abstract IGs.
Thus, Petri nets are an ideal device to study issues of concurrency in a pure form without being confused by the complex behavior of processes or complex data transformations.
A potential source of error in the risk estimate is the data transformation process.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com