Comparison of numerical analysis software
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The following tables provide a comparison of numerical analysis software.
Applications
General
Creator | Development started | First public release | Latest stable version | Stable release date | Cost (USD) | License | Notes | |
---|---|---|---|---|---|---|---|---|
ADMB | D. Fournier, ADMB Project | 1989 | 1990 | 11.5 | 11 December 2015 | Free | BSD 3-clause (aka new) License | Automatic differentiation makes it well suited to complex minimization problems |
Analytica | Lumina Decision Systems | 1982 (Demos) | 4.6 | May 2015 | Free (Analytica Free 101), $995 (Professional), $2795 (Enterprise) | Proprietary | A numerical modeling environment with a declarative and visual programming language based on influence diagrams. | |
Ch | SoftIntegration | 1 October 2001 | 7.5.1 | 2 December 2015 | $399 (commercial) / $199 (academic) / Free (student) | Proprietary | C/C++ based numerical computing and graphical plotting[1] | |
DADiSP | DSP Development | 1984 | 1987 | 6.7 B01 | 29 October 2015 | $1995 (commercial) / $129 (academic) / Free (student) | Proprietary | Numeric computations for science and engineering featuring a spreadsheet like interface. |
Dyalog APL | Dyalog Ltd. | 1981 | 1983 | 14.1 | 15 June 2015 | £850/year or 2% royalty (non-commercial £50, edu / unreg Free) | Proprietary | A modern dialect of APL, enhanced with features for functional and object-oriented programming. |
Euler Math Toolbox | René Grothmann | 1987 | 1988 | 2016-11-30 | 30 November 2016 | Free | GPL | Also a computer algebra system through interface with Maxima |
Fityk | M. Wojdyr | 2002 | 1.3.0 | 25 May 2015 | $115 (1.x binaries) / Free (source code and 0.x binaries) | GPL | interactive graphics, scriptable, specialized in curve fitting and peak fitting, 2D only | |
FreeMat | Samit Basu | 2004 | 4.2 | 30 June 2013 | Free | GPL | Codeless interface to external C, C++, and Fortran code. Mostly compatible with MATLAB. | |
GAUSS | Aptech Systems | 1984 | 15.1 | March 2015 | Not free | Proprietary | ||
IGOR Pro | WaveMetrics | 1986 | 1988 | 7.00 | 26 July 2016 | $995 (commercial) $225 upgrade / $499 (academic) $175 upgrade / $85 (student) | Proprietary | interactive graphics, programmable, 2D/3D, used for science and engineering, large data sets. |
J | Jsoftware | 1989 | 1990 | J804 | January 2016 | Free | GPL | online access to: J Application Library (JAL) |
Julia | Jeff Bezanson, Stefan Karpinski, Viral B. Shah, and other[2] contributors | 2009 | 2012 | 0.4.5 / 0.3.12 | 18 March 2016 | Free | MIT License | Open source language and environment for scientific computing. Direct calls of C functions from code (no wrappers or special APIs needed). Designed for cloud parallel computing in mind with LLVM JIT as a backend. Lightweight "green" threading (coroutines). Efficient support for Unicode. Powerful shell-like capabilities for managing other processes. Lisp-like macros and other metaprogramming facilities. |
LabVIEW | National Instruments | 1986 | 2015 | August 2015 | $1249 (commercial) / $79.95 (student) | Proprietary | Graphical and textual (.m file script) programming approaches | |
Maple | Maplesoft | 1980 | 1982 | 2015 | 4 March 2015 | $2275 (commercial) / $99 (student) | Proprietary | Mainly a computer algebra system |
Mathcad | Parametric Technology Corporation | 1985 | 1986 | 15.0 ; Prime 3.1 | 2 March 2015 | $1195 (commercial) / $99 (student) | Proprietary | Mainly a computer algebra system |
Mathematica | Wolfram Research | 1986 | 1988 | 11.0.1 (September 28, 2016 ) [±][3] | 2 March 2016 | Free (Raspberry Pi[4]), $2495 (commercial) / $145 (student) / $295 (personal)[5] | Proprietary | also computer algebra system |
MATLAB | MathWorks | the late 1970s | 1984 | R2015b | 3 September 2015 | $2650 (standard) / $625 (education) | Proprietary | Numerical computation and simulation with extended 2D/3D visualization. |
mathlayer | Quant Advisory | 2013 | 2015 | 1.1.3.2 | 6 July 2016 | Free | CC BY 4.0 | Numerical programming language highly compatible with Matlab that can be integrated into Microsoft technologies such as Excel. |
Maxima | MIT Project MAC and Bill Schelter et al. | 1967 | 1982 | 5.37.3 | 9 November 2015 | Free | GPL | Mainly a computer algebra system |
MLAB | Civilized Software, Inc. | 1970 (in SAIL), 1985 (in C) | 1972 (on DEC-10), 1988 (on PCs), 1993 (on MACs) | 2015 | 2015 | $2250 (standard) / $50 (student) | Proprietary | Numerical and Statistical computation for Scientific Applications, e.g. Chemical Kinetics. ODE Solving and Curve-Fitting. Symbolic Differentiation, Survival Analysis, Cluster Analysis, 2D/3D Graphics. |
GNU Data Language | Marc Schellens | 2004 | 0.9.5 | 12 October 2014 | Free | GPL | Aimed as a drop-in replacement for IDL/PV-WAVE | |
GNU Octave | John W. Eaton | 1988 | 1993 | 4.2.0 (November 13, 2016 ) [±][6] | 2 July 2016 | Free | GPL | General numerical computing package with lots of extension modules. Syntax mostly compatible with MATLAB |
Origin | OriginLab | 1991 | 2016 | 23 October 2015 | $1095 (std.)/$1800 (Pro) $550 (std., academic) $850 (Pro, academic) $69/yr. (Pro, student) |
Proprietary | Integrated data analysis graphing software for science and engineering. Flexible multi-layer graphing framework. 2D, 3D and statistical graph types. Built-in digitizing tool. Analysis with auto recalculation and report generation. Built-in scripting and programming languages. | |
Perl Data Language | Karl Glazebrook | late 1990s | c. 1997 | 2.012 | 14 June 2015 | Free | Artistic License | Used for astrophysics, solar physics, oceanography, biophysics, and simulation. 2D plotting via PGPLOT, PLPlot bindings; 3D via GL. |
PSPP | Ben Pfaff | 1990s | 1990s | 0.8.5 | 20 June 2015 | Free | GPL v.3 or later | FOSS alternative to IBM SPSS. Analysis of sampled data, frequencies, cross-tabs comparison of means (t-tests and one-way ANOVA); linear regression, logistic regression, reliability (Cronbach's Alpha, not failure or Weibull), and re-ordering data, non-parametric tests, factor analysis, cluster analysis, principal components analysis, chi-square analysis and more |
R | R Foundation | 1997 | 1997 | 3.2.3 | 10 December 2015 | Free | GPL | Primarily for statistics, but there are many interfaces to open-source numerical software |
SageMath | William Stein | 2005 | 7.1 (20 March 2016 ) [±][7] | 20 March 2016 | Free | GPL | Programmable, includes computer algebra, 2D+3D plotting. Interfaces to many open-source and proprietary software. Web based interface HTTP or HTTPS | |
SAS | Anthony Barr and James Goodnight | 1966 | 1972 | 9.4 | 10 July 2014 | Not free | Proprietary | |
SequenceL | Texas Multicore Technologies | 1989 | 2012 | 2.4 | 10 February 2016 | $2495 | Proprietary | Functional programming language and tools for algorithmic computing. Delivers high performance on multicore hardware with ease of programming, and code clarity/readability. Designed to work with other programming languages, including C, C++, C#, Java, Fortran, Python, etc. Programs written in SequenceL can be compiled to multithreaded C++ (and optionally OpenCL) code that runs in parallel with no explicit indications from the programmer of how or what to parallelize. A platform-specific runtime manages the threads safely, automatically providing parallel performance according to the cores available. |
DataMelt | S.Chekanov (jwork.org) | 2005 | 2005 | 1.4 | 12 March 2016 | Free | Free for non-commercial use | mathematics, symbolic calculations, algebra, data analysis, data mining, interactive 2D/3D graphics, Java scriptable, used for science and engineering, Cross-platform (written in Java) |
S-Lang | John E. Davis | 1992 | 2.3.0 | 18 September 2014 | Free | GPL, Artistic License (1.x only) | Available as a standalone (slsh) and embedded interpreter (jed, slrn, ...) | |
Scilab | Scilab Enterprises Was:Inria | 1990 | 1994 | 5.5.2 | 1 April 2015 | Free | CeCILL license | Open source, community supported. Programmable, direct support of 2D+3D plotting. Interfaces to many other software packages. Interfacing to external modules written in C, Java, Python or other languages. Language syntax similar to MATLAB. Used for numerical computing in engineering and physics. |
SPSS | Normal H. Nie, Dale H. Bent, and C. Hadlai Hull | 1968 | 23.0 | 3 March 2015 | Not free | Proprietary | ||
Sysquake | Calerga | 1998 | 5.0 | 2013 | free / $2500 (Pro, commercial) / $1000 (Pro, academic) | Proprietary | interactive graphics | |
TK Solver | Universal Technical Systems, Inc. | late 1970s | 1982 | 5.0.141 | 2011 | $399 commercial / $49 (student) | Proprietary | Numerical computation and rule-based application development |
VisSim | Visual Solutions | 1989 | 10.1 | January 2011 | $495-$2800 (commercial) free view only version $50-$250/free v3.0 (academic) |
Proprietary | Visual Language for simulation and Model Based Design. Used in business, science and engineering. Performs complex scalar or matrix based ODE solving with parametric optimization. Has 2D and 3D plotting, 3D animation, and state transition built in. | |
Yorick | n/a | n/a | n/a | 9 | January 2015 | Free | GPL | Open source. Programmable, callable 2D+3D plotting. Language syntax similar to C. Interfacing to other software packages via C calls. |
Operating system support
The operating systems the software can run on natively (without emulation).
Windows | OS X | Linux | BSD | Unix | DOS | Android | |
---|---|---|---|---|---|---|---|
ADMB | Yes | Yes | Yes | No | No | No | No |
Analytica | Yes | No | No | No | No | No | No |
Ch | Yes | Yes | Yes | Yes | Yes | No | No |
Dyalog APL | Yes | No | Yes | No | Yes | No | No |
DADiSP | Yes | No | No | No | Yes | No | No |
Euler Math Toolbox | Yes | No | Yes | No | No | No | No |
FreeMat | Yes | Yes | Yes | Yes | Yes | No | No |
GAUSS | Yes | Yes | Yes | No | Yes | No | No |
IGOR Pro | Yes | Yes | No | No | No | No | No |
Julia | Yes | Yes | Yes | Yes | No | No | No |
LabVIEW | Yes | Yes | Yes | No | Yes | No | No |
Maple | Yes | Yes | Yes | No | Yes | No | No |
Mathematica | Yes | Yes | Yes | Yes | Yes | No | No |
MATLAB | Yes | Yes | Yes | Yes | Yes | No | Yes |
MLAB | Yes | Yes | Yes | No | No | Yes | No |
GNU Data Language | No | Yes | Yes | Yes | Yes | No | No |
GNU Octave | Yes | Yes | Yes | Yes | Yes | Yes | Yes |
Origin | Yes | No | No | No | No | No | No |
Perl Data Language | Yes | Yes | Yes | Yes | Yes | Yes | No |
R | Yes | Yes | Yes | Yes | Yes | No | No |
SageMath | No[8] | Yes | Yes | No | Yes | No | No |
SAS | Yes | No | Yes | No | Yes | No | No |
SequenceL | Yes | Yes | Yes | No | No | No | No |
DataMelt | Yes | Yes | Yes | Yes | Yes | No | Yes |
S-Lang | Yes | Yes | Yes | Yes | Yes | Yes | No |
Scilab | Yes | Yes | Yes | Yes | Yes | Yes | No |
Sysquake | Yes | Yes | Yes | No | No | No | No |
TK Solver | Yes | No | No | No | No | No | No |
The Unscrambler | Yes | No | No | No | No | No | No |
VisSim | Yes | Yes | Yes | No | Yes | No | No |
Language features
Colors indicate features available as
basic system capabilities |
official or officially supported extensions and libraries |
third-party software components or not supported |
Standalone executables creation support | Symbolic computation support | OOP support | GUI creation support | Multi-dimensional arrays as primitive data type | Centralized extension library website | Can call code in other languages | Can be called from other languages | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Analytica | No | No | Yes | Yes | Yes | Yes | COM, Excel | Excel, COM, .NET | ||||||
Dyalog APL | Yes[9] | Yes | Yes[10] | Win32, .NET, WPF, HTML/JS | Yes | Yes | COM, .NET, WebServices, Shared Libraries, DLLs, NAG, R, JavaScript[11] | COM, .NET, WebServices[11] | ||||||
J | No | Yes | Yes | Yes | Yes | Yes | JavaScript | JavaScript | ||||||
Julia | No | No | Yes | Yes | Yes | Yes |
|
C/C++ | ||||||
Maple | No | Yes | Yes[12] | Yes | Yes | Yes[13] | C, C#, Fortran | MATLAB,[14] Excel,[15] VisualBasic, Java, and C[16] | ||||||
Mathematica | Yes[17] | Yes | Yes | Yes | Yes | Yes[18] | Java, .NET, C++, Fortran, CUDA, OpenCL, R |
| ||||||
MATLAB | with extension[29] | with extension library[30] | Yes[31] | Yes | Yes | Yes[32] |
|
.NET,[34] Java,[35] Excel[36] | ||||||
MLAB | No | Yes | No | Yes | Yes | No | No | No | ||||||
GNU Data Language | No | No | Yes | GUI Widgets since v.0.9 but still incomplete | Yes | No | C, Python | Python | ||||||
GNU Octave | Yes with mkoctfile | only with GiNaC extension | Yes[37] | GUI Octave code can be used[38] | Yes | Yes[39] | C++, Fortran,[40] Perl,[41] Tcl[42] | Java,[43] Perl,[41] C++[44] | ||||||
PDL | Yes[45] | No | Yes[46] | Yes[47] | Yes | Yes[48] | C via perlXS; C, Python, F77, etc. via Inline | Perl, C[49] | ||||||
R | No | Yes and extended via Ryacas package | Yes[50] | Via the tcltk library | Yes | Yes[51] |
|
| ||||||
SageMath | No | Yes | Yes | No | Yes | Yes[58] | Many languages[59][60][61] | Yes (any language that can call Python) | ||||||
SAS | No | No | DS2 and SCL | Yes | No | No |
|
No | ||||||
DataMelt | Yes | Yes | Yes | Yes | Yes | Yes | Java | Yes (any language that can call Java) | ||||||
TK Solver | with extension | No | Yes | with extension | Yes | Yes | .NET Excel | Unknown |
Libraries
General
Creator | Language | First public release | Latest stable version | Cost (USD) | License | Notes | |
---|---|---|---|---|---|---|---|
ALGLIB | Sergey Bochkanov | C++, C#, FreePascal, VBA | 2006 | 2.6.0 / June 2010 | Free | GPL | General purpose numerical analysis library. Uses automatic code generation to support several programming languages. |
GNU Scientific Library | GNU Project | C | 1996 | 1.14 / March 2010 | Free | GPL | General purpose numerical analysis library. Targets GNU/Linux, can be built on almost any *nix OS with Ansi C compiler. |
ILNumerics.Net | H. Kutschbach | C#, PowerShell | 2007 | 1.3.14 / August 2008 | Free | LGPL | aims .Net/mono, 2D/3D plottings (beta) |
IMSL Numerical Libraries | Rogue Wave Software | C, Java, C#, Fortran, Python | 1970 | many components | Not free | Proprietary | General purpose numerical analysis library. |
Math.NET Numerics | C. Rüegg, M. Cuda, et al. | C#, F#, C, PowerShell | 2009 | 3.0 / June 2014 | Free | MIT/X11 | General purpose numerical analysis and statistics library for the .NET Framework and Mono, with optional support for native providers. |
NAG Numerical Library | The Numerical Algorithms Group | C, Fortran | 1971 | many components | Not free | Proprietary | General purpose numerical analysis library. |
NMath | CenterSpace Software | C# | 2003 | 5.0 / February 2011 | $995 | Proprietary | Math and statistical libraries for the .NET Framework |
DataMelt | jwork.org (S.Chekanov) | Java, Android | 2005 | 12 March 2016 | Free | Free for non-commercial use | General numerical calculations, statistics and interactive 2D/3D graphics for data and function presentation |
SciPy | scipy.org community | Python | 2001 | 0.15.0 / 11 January 2015 | Free | BSD | Adds numerical programming capabilities to the Python programming language. Related to Numpy, and therefore connected to the previous Numeric and Numarray packages for Python |
Armadillo | NICTA | C++ | 2009 | 3.900 / 2013 | Free | MPL | C++ template library for linear algebra; includes various decompositions and factorisations; syntax (API) is similar to MATLAB. |
Operating system support
The operating systems the software can run on natively (without emulation).
Windows | OS X | Linux | BSD | Unix | DOS | Android | |
---|---|---|---|---|---|---|---|
ALGLIB | Yes | No | Yes | No | No | No | No |
GNU Scientific Library | Yes | Yes | Yes | Yes | Yes | No | No |
ILNumerics.Net | Yes | Yes | Yes | Yes | Yes | No | No |
IMSL Numerical Libraries | Yes | Yes | Yes | No | Yes | No | No |
Math.NET Numerics | Yes | Yes | Yes | Yes | Yes | No | No |
NAG Numerical Library | Yes | Yes | Yes | No | Yes | Yes | No |
NMath | Yes | No | No | No | No | No | No |
DataMelt | Yes | Yes | Yes | Yes | Yes | No | Yes |
SciPy (Python packages) | Yes | Yes | Yes | Yes | Yes | Yes | No |
See also
- List of numerical analysis software
- Comparison of deep learning software
- Comparison of statistical packages
- Comparison of computer algebra systems
References
- ↑ Ch Scientific Numerical Computing
- ↑ Contributors to JuliaLang/julia - GitHub
- ↑ "Mathematica Quick Revision History". Retrieved 2016-08-08.
- ↑ Raspberry Pi now includes Mathematica and Wolfram Language for free
- ↑ Mathematica Home Edition Released Macworld, February 2009
- ↑ Eaton, John (2016-11-13). "Version 4.2.0 released.". Mercurial hgweb. Retrieved 2016-11-15.
- ↑ "SageMath". sagemath.org. Retrieved 2016-03-24.
- ↑ Once was supported
- ↑ "Dyalog APL Users Guide" (PDF).
- ↑ "An Introduction to Object Oriented Programming for APL programmers".
- 1 2 "Dyalog APL Interface Guide" (PDF).
- ↑ Maplesoft. "Object-Oriented Programming, Polymorphism, and More in Maple 9.5". Retrieved 18 May 2011.
- ↑ "Maple Application Center".
- ↑ "MAPLE: MATLAB® Connectivity". Retrieved 18 May 2011.
- ↑ "Maple and Excel".
- ↑ Maplesoft. "OpenMaple API for VisualBasic and Java". Retrieved 18 May 2011.
- ↑ Wolfram Research. "C Code Generation User Guide". Retrieved 19 May 2011.
- ↑ library.wolfram.com
- ↑ Wolfram Research. "Mathematica Link for Excel 3.2". Retrieved 18 May 2011.
- ↑ "Mathematica Link for LabVIEW 2.1". Retrieved 18 May 2011.
- ↑ Haskell packages
- ↑ Unisoftware plus
- ↑ MrMathematica website
- ↑ Mathematica for ActivX
- ↑ Pythonika MathLink module for Python
- ↑ PYML (Python Mathematica interface)
- ↑ "Clojuratica". clojuratica.weebly.com. 2013. Retrieved 14 June 2013.
- 1 2 "Mathematica Symbolic Toolbox for MATLAB--Version 2.0". Retrieved 18 May 2011.
- ↑ Mathworks. "MATLAB Compiler". Retrieved 18 May 2011.
- ↑ Mathworks. "Symbolic Math Toolbox". Retrieved 18 May 2011.
- ↑ Mathworks. "Object-Oriented Programming in MATLAB". Retrieved 18 May 2011.
- ↑ "MATLAB File Exchange". Retrieved 18 May 2011.
- ↑ Mathworks. "MEX-files Guide". Retrieved 18 May 2011.
- ↑ Mathworks. "MATLAB Builder NE for Microsoft .NET Framework". Retrieved 18 May 2011.
- ↑ Mathworks. "MATLAB Builder JA for Java language". Retrieved 18 May 2011.
- ↑ "MATLAB Builder EX for Microsoft Excel". Retrieved 18 May 2011.
- ↑ "GNU Octave: Object Oriented Programming". Retrieved 18 May 2011.
- ↑ Varandas, Joaquim. "GUI Octave". Retrieved 18 May 2011.
- ↑ "Octave-Forge". Retrieved 18 May 2011.
- ↑ "Octave Wiki: OctaveFortran". Retrieved 18 May 2011.
- 1 2 "Octave Wiki: OctavePerl". Retrieved 18 May 2011.
- ↑ "Octave Wiki: OctaveTcl". Retrieved 18 May 2011.
- ↑ "Octave Wiki: OctaveJava". Retrieved 18 May 2011.
- ↑ "Octave Wiki: CategoryExternal". Retrieved 18 May 2011.
- ↑ "Perlmonks". Retrieved 24 January 2013.
- ↑ "O'Reilly tutorial". Retrieved 24 January 2013.
- ↑ "PerlTK tutorial". Retrieved 24 January 2013.
- ↑ "CPAN". Retrieved 24 January 2013.
- ↑ "Calling Perl from C". Retrieved 24 January 2013.
- ↑ R Development Core Team (13 April 2011). "Object-oriented programming". R Language Definition. ISBN 3-900051-13-5. Retrieved 18 May 2011.
- ↑ "CRAN: Contributed Packages". Retrieved 18 May 2011.
- ↑ Hornik, Kurt (2011). The R FAQ. ISBN 3-900051-08-9.
- ↑ Bengtsson, Henrik; Jason Riedy. "CRAN: R.matlab package". Retrieved 18 May 2011.
- ↑ Grothendieck, G.; Carlos J. Gil Bellosta. "rJython R package". Retrieved 18 May 2011.
- ↑ Neuwirth, Erich. "CRAN: RExcelInstaller package". Retrieved 18 May 2011.
- ↑ "A simple and efficient access to R from Python". Retrieved 18 May 2011.
- ↑ "R Interface Now Available in SAS/IML Studio". Retrieved 10 October 2016.
- ↑ "Additional Packages". Retrieved 5 June 2013.
- ↑ "Interpreter Interfaces". Retrieved 6 June 2013.
- ↑ "C/C++ Library Interfaces". Retrieved 6 June 2013.
- ↑ "Using Compiled Code Interactively". Retrieved 6 June 2013.
External links
- Comparison of mathematical programs for data analysis Stefan Steinhaus, ScientificWeb.com
- Comparison of Mathcad, Matlab, and Python for common numerical analysis activities
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