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R High Performance Programming

R High Performance Programming

By : Aloysius Shao Qin Lim, Tjhi W Chandra
4.4 (14)
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R High Performance Programming

R High Performance Programming

4.4 (14)
By: Aloysius Shao Qin Lim, Tjhi W Chandra

Overview of this book

This book is for programmers and developers who want to improve the performance of their R programs by making them run faster with large data sets or who are trying to solve a pesky performance problem.
Table of Contents (12 chapters)
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11
Index

Using array databases for maximum scientific-computing performance

Columnar databases provide good query performance for datasets that resemble R data frames, for example, most data from business IT systems. These datasets are usually two dimensional and can contain heterogeneous data types. On the other hand, scientific data sometimes contain homogeneous data types but are multidimensional. An example of this is weather readings in different points in time and space. For such applications, a new type of database called the array database provides even better query and scientific computing performance. One example of this is SciDB, available for download at http://www.scidb.org/. SciDB provides a massively parallel processing (MPP) architecture that can perform queries in parallel on petabytes of array data. It supports in-database linear algebra, graph operations, linear models, correlations, and statistical tests. It also offers an R interface through the SciDB package that is available...

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R High Performance Programming
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