A GP Approach to QoS-Aware Web Service Composition including Conditional Constraints
Created by W.Langdon from
gp-bibliography.bib Revision:1.8028
- @InProceedings{daSilva:2015:CEC,
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author = "Alexandre {Sawczuk da Silva} and Hui Ma and
Mengjie Zhang",
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title = "A {GP} Approach to {QoS}-Aware Web Service Composition
including Conditional Constraints",
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booktitle = "Proceedings of 2015 IEEE Congress on Evolutionary
Computation (CEC 2015)",
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year = "2015",
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editor = "Yadahiko Murata",
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pages = "2113--2120",
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address = "Sendai, Japan",
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month = "25-28 " # may,
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-1-4799-7491-7",
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DOI = "doi:10.1109/CEC.2015.7257145",
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abstract = "Automated Web service composition is one of the holy
grails of service-oriented computing, since it allows
users to create an application simply by specifying the
inputs the resulting application should require, the
outputs it should produce, and any constraints it
should respect. The composition problem has been
handled using a variety of techniques, from AI planning
to optimisation algorithms, however no approach so far
has focused on handling three composition dimensions
simultaneously, producing solutions that are: (1) fully
functional (i.e. fully executable), (2) respect
conditional constraints (e.g. user can specify logical
branching), and (3) are optimised according to
nonfunctional Quality of Service (QoS) measurements.
This paper presents a genetic programming approach that
addresses these three dimensions simultaneously through
the fitness function, as well as through the
enforcement of constraints to candidate trees during
initialisation, mutation, and crossover. The approach
is tested using an extended version of the WSC2008
datasets, and results show that fully functional and
quality-optimised solutions can be created for all
associated tasks, with an execution time that is
roughly equivalent to that of a non-conditional
approach.",
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notes = "1415 hrs 15070 CEC2015",
- }
Genetic Programming entries for
Alexandre Sawczuk da Silva
Hui Ma
Mengjie Zhang
Citations