Automatic offloading of mobile applications into the cloud by means of genetic programming
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- @Article{Folino:2014:ASC,
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author = "G. Folino and F. S. Pisani",
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title = "Automatic offloading of mobile applications into the
cloud by means of genetic programming",
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journal = "Applied Soft Computing",
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volume = "25",
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pages = "253--265",
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year = "2014",
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ISSN = "1568-4946",
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DOI = "doi:10.1016/j.asoc.2014.09.016",
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URL = "http://www.sciencedirect.com/science/article/pii/S1568494614004578",
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abstract = "The limited battery life of modern mobile devices is
one of the key problems limiting their use. Even if the
offloading of computation onto cloud computing
platforms can considerably extend battery duration, it
is really hard not only to evaluate the cases where
offloading guarantees real advantages on the basis of
the requirements of the application in terms of data
transfer, computing power needed, etc., but also to
evaluate whether user requirements (i.e. the costs of
using the cloud services, a determined QoS required,
etc.) are satisfied. To this aim, this paper presents a
framework for generating models to make automatic
decisions on the offloading of mobile applications
using a genetic programming (GP) approach. The GP
system is designed using a taxonomy of the properties
useful to the offloading process concerning the user,
the network, the data and the application. The fitness
function adopted permits different weights to be given
to the four categories considered during the process of
building the model. Experimental results, conducted on
datasets representing different categories of mobile
applications, permit the analysis of the behaviour of
our algorithm in different applicative contexts.
Finally, a comparison with the state of the art of the
classification algorithm establishes the goodness of
the approach in modelling the offloading process.",
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keywords = "genetic algorithms, genetic programming, Mobile
computing, Cloud computing, Data mining",
- }
Genetic Programming entries for
Gianluigi Folino
Francesco Sergio Pisani
Citations