Variable interaction in multi-objective optimization problems

Ke LI; Mohammad Nabi OMIDVAR; Kalyanmoy DEB; Xin YAO

doi:10.1007/978-3-319-45823-6_37

Variable interaction in multi-objective optimization problems

Ke LI^*, Mohammad Nabi OMIDVAR, Kalyanmoy DEB, Xin YAO

^*Corresponding author for this work

Research output: Book Chapters | Papers in Conference Proceedings › Conference paper (refereed) › Research › peer-review

14 Citations (Scopus)

Abstract

Variable interaction is an important aspect of a problem, which reflects its structure, and has implications on the design of efficient optimization algorithms. Although variable interaction has been widely studied in the global optimization community, it has rarely been explored in the multi-objective optimization literature. In this paper, we empirically and analytically study the variable interaction structures of some popular multi-objective benchmark problems. Our study uncovers nontrivial variable interaction structures for the ZDT and DTLZ benchmark problems which were thought to be either separable or non-separable. © Springer International Publishing AG 2016.

Original language	English
Title of host publication	Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings
Editors	Julia HANDL, Emma HART, Peter R. LEWIS, Manuel LÓPEZ-IBÁÑEZ, Gabriela OCHOA, Ben PAECHTER
Publisher	Springer
Pages	399-409
Number of pages	11
ISBN (Electronic)	9783319458236
ISBN (Print)	9783319458229
DOIs	https://doi.org/10.1007/978-3-319-45823-6_37
Publication status	Published - 2016
Externally published	Yes
Event	14th International Conference on Parallel Problem Solving from Nature - Edinburgh, Scotland, United Kingdom Duration: 17 Sept 2016 → 21 Sept 2016

Publication series

Name	Lecture Notes in Computer Science
Publisher	Springer
Volume	9921
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	14th International Conference on Parallel Problem Solving from Nature
Abbreviated title	PPSN 2016
Country/Territory	United Kingdom
City	Scotland
Period	17/09/16 → 21/09/16

Bibliographical note

This work was partially supported by EPSRC (Grant No. EP/J017515/1).

Access to Document

10.1007/978-3-319-45823-6_37

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LI, K., OMIDVAR, M. N., DEB, K., & YAO, X. (2016). Variable interaction in multi-objective optimization problems. In J. HANDL, E. HART, P. R. LEWIS, M. LÓPEZ-IBÁÑEZ, G. OCHOA, & B. PAECHTER (Eds.), Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings (pp. 399-409). (Lecture Notes in Computer Science; Vol. 9921). Springer. https://doi.org/10.1007/978-3-319-45823-6_37

LI, Ke ; OMIDVAR, Mohammad Nabi ; DEB, Kalyanmoy et al. / Variable interaction in multi-objective optimization problems. Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. editor / Julia HANDL ; Emma HART ; Peter R. LEWIS ; Manuel LÓPEZ-IBÁÑEZ ; Gabriela OCHOA ; Ben PAECHTER. Springer, 2016. pp. 399-409 (Lecture Notes in Computer Science).

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title = "Variable interaction in multi-objective optimization problems",

abstract = "Variable interaction is an important aspect of a problem, which reflects its structure, and has implications on the design of efficient optimization algorithms. Although variable interaction has been widely studied in the global optimization community, it has rarely been explored in the multi-objective optimization literature. In this paper, we empirically and analytically study the variable interaction structures of some popular multi-objective benchmark problems. Our study uncovers nontrivial variable interaction structures for the ZDT and DTLZ benchmark problems which were thought to be either separable or non-separable. {\textcopyright} Springer International Publishing AG 2016.",

author = "Ke LI and OMIDVAR, {Mohammad Nabi} and Kalyanmoy DEB and Xin YAO",

note = "This work was partially supported by EPSRC (Grant No. EP/J017515/1).; 14th International Conference on Parallel Problem Solving from Nature, PPSN 2016 ; Conference date: 17-09-2016 Through 21-09-2016",

year = "2016",

doi = "10.1007/978-3-319-45823-6_37",

language = "English",

isbn = "9783319458229",

series = "Lecture Notes in Computer Science",

publisher = "Springer",

pages = "399--409",

editor = "HANDL, {Julia } and HART, {Emma } and LEWIS, {Peter R. } and L{\'O}PEZ-IB{\'A}{\~N}EZ, {Manuel } and OCHOA, {Gabriela } and PAECHTER, {Ben }",

booktitle = "Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings",

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LI, K, OMIDVAR, MN, DEB, K & YAO, X 2016, Variable interaction in multi-objective optimization problems. in J HANDL, E HART, PR LEWIS, M LÓPEZ-IBÁÑEZ, G OCHOA & B PAECHTER (eds), Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. Lecture Notes in Computer Science, vol. 9921, Springer, pp. 399-409, 14th International Conference on Parallel Problem Solving from Nature, Scotland, United Kingdom, 17/09/16. https://doi.org/10.1007/978-3-319-45823-6_37

Variable interaction in multi-objective optimization problems. / LI, Ke; OMIDVAR, Mohammad Nabi; DEB, Kalyanmoy et al.
Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. ed. / Julia HANDL; Emma HART; Peter R. LEWIS; Manuel LÓPEZ-IBÁÑEZ; Gabriela OCHOA; Ben PAECHTER. Springer, 2016. p. 399-409 (Lecture Notes in Computer Science; Vol. 9921).

Research output: Book Chapters | Papers in Conference Proceedings › Conference paper (refereed) › Research › peer-review

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AU - OMIDVAR, Mohammad Nabi

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AU - YAO, Xin

N1 - This work was partially supported by EPSRC (Grant No. EP/J017515/1).

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AB - Variable interaction is an important aspect of a problem, which reflects its structure, and has implications on the design of efficient optimization algorithms. Although variable interaction has been widely studied in the global optimization community, it has rarely been explored in the multi-objective optimization literature. In this paper, we empirically and analytically study the variable interaction structures of some popular multi-objective benchmark problems. Our study uncovers nontrivial variable interaction structures for the ZDT and DTLZ benchmark problems which were thought to be either separable or non-separable. © Springer International Publishing AG 2016.

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A2 - LÓPEZ-IBÁÑEZ, Manuel

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LI K, OMIDVAR MN, DEB K, YAO X. Variable interaction in multi-objective optimization problems. In HANDL J, HART E, LEWIS PR, LÓPEZ-IBÁÑEZ M, OCHOA G, PAECHTER B, editors, Parallel Problem Solving from Nature – PPSN XIV : 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. Springer. 2016. p. 399-409. (Lecture Notes in Computer Science). Epub 2016 Aug 31. doi: 10.1007/978-3-319-45823-6_37

Variable interaction in multi-objective optimization problems

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