Multi expression programming

Multi Expression Programming (MEP) is a genetic programming variant encoding multiple solutions in the same chromosome. MEP representation is not specific (multiple representations have been tested). In the simplest variant, MEP chromosomes are linear strings of instructions. This representation was inspired by Three-address code. MEP strength consists in the ability to encode multiple solutions, of a problem, in the same chromosome. In this way one can explore larger zones of the search space. For most of the problems this advantage comes with no running-time penalty compared with genetic programming variants encoding a single solution in a chromosome.[1][2][3]

Part of a series on the
Evolutionary algorithm
Genetic algorithm
Genetic programming

Example of MEP program

Here is a simple MEP program:

1: a
2: b
3: + 1, 2
4: c
5: d
6: + 4, 5
7: * 3, 5

On each line we can have a terminal or a function. In the case of functions we also need pointers to its arguments.

When we decode the chromosome we obtain multiple expressions:

E1 = a,
E2 = b,
E4 = c,
E5 = d,
E3 = a + b.
E6 = c + d.
E7 = (a + b) * d.

Which expression will represent the chromosome? In MEP each expression is evaluated and the best of them will represent the chromosome. For most of the problems, this evaluation has the same complexity as in the case of encoding a single solution in each chromosome.

Software

MEPX

MEPX is a cross platform (Windows, Mac OSX, and Linux Ubuntu) free software for automatic generation of computer programs. It can be used for data analysis, particularly for solving regression and classification problems.

libmep

Libmep is a free and open source library implementing Multi Expression Programming technique. It is written in C++.

hmep

hmep is a new open source library implementing Multi Expression Programming technique in Haskell programming language.

gollark: Nope.
gollark: Nothing is objectively bad but it has many, many flaws.
gollark: Yes. Go is in fact bad.
gollark: However, people DO NOT like Go here as it's bad.
gollark: As far as I know there have not been recent horrible events™ happening to people here.

See also

Notes
  1. Oltean M.; Dumitrescu D.: "Multi Expression Programming", Technical report, Univ. Babes-Bolyai, Cluj-Napoca, 2002
  2. Oltean M.; Grosan C.: "Evolving Evolutionary Algorithms using Multi Expression Programming", The 7th European Conference on Artificial Life, September 14–17, 2003, Dortmund, Edited by W. Banzhaf (et al), LNAI 2801, pp. 651-658, Springer-Verlag, Berlin, 2003
  3. Oltean M.; Grosan C.: "Evolving Digital Circuits using Multi Expression Programming", NASA/DoD Conference on Evolvable Hardware, 24–26 June, Seattle, Edited by R. Zebulum (et. al), pages 87-90, IEEE Press, NJ, 2004
This article is issued from Wikipedia. The text is licensed under Creative Commons - Attribution - Sharealike. Additional terms may apply for the media files.