R (programming language) vs Mathematica : Which is Better?

R (programming language) icon

R (programming language)

R is an open source programming language and software environment for statistical computing and graphics that is supported by the R Foundation. Developed by Ross Ihaka and Robert Gentleman

License: Open Source

Apps available for Mac OS X Windows Linux BSD

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Mathematica icon

Mathematica

Wolfram Mathematica (usually termed Mathematica, Mathematica software suite) is a mathematical symbolic computation program. Developed by Wolfram Research

License: Commercial

Categories: Education & Reference

Apps available for Mac OS X Windows Linux Online

R (programming language) VS Mathematica

R and Mathematica serve different primary purposes; R is widely used for statistical analysis and data visualization, being open-source and community-driven, while Mathematica excels in symbolic computation and mathematical modeling, offering a more integrated and user-friendly environment but at a cost.

R (programming language)

Pros:

  • Open-source and free to use
  • Strong support for statistical analysis
  • Extensive libraries for data visualization
  • Large community support and resources
  • Highly extensible with user-created packages

Cons:

  • Steeper learning curve for beginners
  • Less effective for symbolic computations
  • Performance can lag with very large datasets
  • Limited built-in GUI compared to Mathematica
  • Dependency on external libraries for advanced features

Mathematica

Pros:

  • Powerful symbolic computation capabilities
  • Integrated environment for computation and visualization
  • Excellent for mathematical modeling and simulations
  • User-friendly interface with graphical tools
  • Comprehensive documentation and support

Cons:

  • Expensive licensing fees
  • Not primarily focused on statistical analysis
  • Higher resource requirements for complex computations
  • Less community-driven compared to R
  • Learning curve can be steep for advanced features

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