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Author, Editor

Author(s):

Doerr, Benjamin
Johannsen, Daniel
Winzen, Carola

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Editor(s):





BibTeX cite key*:

DoerrJW10b

Title, Booktitle

Title*:

Drift Analysis and Linear Functions Revisited

Booktitle*:

Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2010). - Pt. 3

Event, URLs

URL of the conference:

http://wcci2010.org/home

URL for downloading the paper:

http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5586097&tag=1

Event Address*:

Barcelona, Spain

Language:

English

Event Date*
(no longer used):


Organization:

IEEE

Event Start Date:

18 July 2010

Event End Date:

23 July 2010

Publisher

Name*:

IEEE

URL:

http://www.ieee.org/index.html

Address*:

Piscataway, NJ

Type:


Vol, No, Year, pp.

Series:


Volume:


Number:


Month:


Pages:

1967-1974

Year*:

2010

VG Wort Pages:

30

ISBN/ISSN:

978-1-4244-6909-3

Sequence Number:


DOI:

10.1109/CEC.2010.5586097



Note, Abstract, ©


(LaTeX) Abstract:

We regard the classical problem how the (1+1)~Evolutionary Algorithm optimizes an arbitrary linear pseudo-Boolean function. We show that any such function is optimized in time ${(1+o(1)) 1.39 e n\ln (n)}$, where ${n}$ is the length of the bit string. We also prove a lower bound of ${(1-o(1))e n\ln(n)}$, which in fact holds for all functions with a unique global optimum.
This shows that for linear functions, even though the optimization behavior might differ, the resulting runtimes are very similar. Our experimental results suggest that the true optimization times are even closer than what the theoretical guarantees promise.

Keywords:

Theory of Randomized Search Heuristics, Runtime Analysis, Evolutionary Computation, Bio-inspired Computation



Download
Access Level:

Internal

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Algorithms and Complexity Group

Appearance:

MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort



BibTeX Entry:

@INPROCEEDINGS{DoerrJW10b,
AUTHOR = {Doerr, Benjamin and Johannsen, Daniel and Winzen, Carola},
TITLE = {Drift Analysis and Linear Functions Revisited},
BOOKTITLE = {Proceedings of the IEEE Congress on Evolutionary Computation (CEC 2010). - Pt. 3},
PUBLISHER = {IEEE},
YEAR = {2010},
ORGANIZATION = {IEEE},
PAGES = {1967--1974},
ADDRESS = {Barcelona, Spain},
ISBN = {978-1-4244-6909-3},
DOI = {10.1109/CEC.2010.5586097},
}


Entry last modified by Anja Becker, 01/14/2011
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Editor(s)
[Library]
Created
12/07/2010 03:00:55 PM
Revisions
4.
3.
2.
1.
0.
Editor(s)
Anja Becker
Daniel Johannsen
Carola Winzen
Anja Becker
Anja Becker
Edit Dates
14.01.2011 09:30:00
01/09/2011 04:09:52 PM
01/04/2011 10:49:14 AM
03.01.2011 13:34:50
12/07/2010 03:00:55 PM