📜  MATLAB 和 R 编程语言之间的差异

📅  最后修改于: 2021-09-13 03:10:20             🧑  作者: Mango

MATLAB: MATLAB 代表矩阵实验室。 MATLAB 是一种高性能语言,最初旨在提供对由项目 LINPACK(线性系统包)和 EISPACK(特征系统包)设计的矩阵软件的访问。它整合了计算、可视化和编程的环境。 MATLAB 提供了现代语言编程环境:它具有复杂的数据结构,提供内置的编辑和调试软件,并支持面向对象的编程。它由 MathWorks 于 1984 年开发。 Cleve Molar 的 Inc. 公司。它是用 C、C++ 和Java编写的。
MATLAB 的优点:

  • MATLAB 和其他编程语言一起,提供了更好的绘图或数据可视化。
  • 我们可以在一行或几行的帮助下将一个包与其他包集成。
  • 在数值计算或分析方面,MATLAB 比其他编程语言提供更快的结果。

R 编程语言: R 是一种开源编程语言,为统计分析、图形描述和报告提供软件环境。 R 是一种解释型计算机语言,它允许分支和循环以及使用函数的模块化编程。为了获得更高的精度,它允许与用 C、C++、.Net、 Python或 FORTRAN 语言编写的程序集成。 R 可以在常见部署的系统中找到,例如 Windows、Linux 和 MacOS。
R的优点:

  • R 是最全面的统计分析软件包。由于新技术和概念通常首先出现在 R 中。
  • R 是一种跨平台编程,可以在任何操作系统上运行。
  • R 有一组丰富的包。

Diff-bw-MATLAB-and-R-Programming-Language

下表列出了 MATLAB 和 R 编程语言之间的差异:

Based on MATLAB R Programming Language
Language Type

Matlab is a high-performance language.

R is an interpreted language.

Usage

Matlab is used for other mathematical factors such as calculus, designing graphs, matrix manipulation, signal processing etc.

R is being used to solve statistical-related problems and has many pre-packaged applications that help resolve analytical problems, so R is recommended over Matlab in the field of analytics.

Object-oriented Programming

In Matlab, a class can be specified as a folder or function directory used to work with objects of that class.

R classes are accessible in packages format.

Open-source and Cost

Matlab is an not an open-source. Since Matlab has the license cost attached, the amount of code available online is exiguous.

R is an open-source and has a huge amount of open source codes available online for free.

Operating System

Unless different operating systems are installed on the same physical machine, Matlab cannot run the same licensed version on the different operating systems.

R can run on any operating system such as Windows, Linux and MacOS.

Ease of Use

Matlab is easier to learn, because it has a lot of tool kits for most of the functionalities.

R follows the syntax of programming language thus, making it hard for the newcomer to comprehend.

Performance

When it comes to basic programming functions Matlab is quicker than R. So, it is used in statistics and machine learning.

R is slower than Matlab. But proficient programmer in R can accomplish results faster and boost efficiency.

Support and Documentation

Matlab is licensed. So, it has closed community and documentation for MATLAB is incomparable and exceptional.

As R is an open source language, it has a large developer community for support and documentation.

Machine Learning

Matlab provides statistics as well as machine learning toolbox.

R has extensive library sets for machine learning.

Visualization

To have the graphical user interface, Matlab provides 2D and 3D plotting features.

R offers four different graphic implementations such as Base graphics, Grid graphics, Lattice graphics, and Ggplot2.