Abstract
Sky computing is a new computing paradigm leveraging resources of multiple Cloud providers to create a large-scale distributed infrastructure. N2Sky is a research initiative promising a framework for the utilization of Neural Networks as services across many Clouds integrating into a Sky. This involves a number of challenges ranging from the provision, discovery and utilization of N2Sky services to the management, monitoring, metering and accounting of the N2Sky infrastructure. This paper focuses on the semantic discovery of N2Sky services through a human-centered querying mechanism termed as N2Query. N2Query allows N2Sky users to specify their problem statement as natural language queries. In response to the natural language queries, it delivers a list of ranked neural network services to the user as a solution to their stated problem. The search algorithm of N2Query is based on the semantic mapping of ontologies referring to problem and solution domains.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Bernardet, U., Blanchard, M., Verschure, P.F.: IQR: a distributed system for real-time real-world neuronal simulation. Neurocomputing 44, 1043–1048 (2002)
Bönström, V., Hinze, A., Schweppe, H.: Storing RDF as a graph. In: Proceedings of the First Latin American Web Congress, pp. 27–36. IEEE (2003)
Cornelis, H., De Schutter, E.: Neurospaces: separating modeling and simulation. Neurocomputing 52, 227–231 (2003)
Homola, M., Serafini, L.: Towards formal comparison of ontology linking, mapping and importing. Proc. DL 10, 291–302 (2010)
Huqqani, A.A., Li, X., Beran, P.P., Schikuta, E.: N2Cloud: cloud based neural network simulation application. In: The 2010 International Joint Conference on Neural Networks (IJCNN), pp. 1–5. IEEE (2010)
Huqqani, A.A., Mann, E., Schikuta, E.: Novel concepts for realizing neural networks as services in the sky. Procedia Comput. Sci. 29, 2315–2324 (2014)
Huqqani, A.A., Schikuta, E., Ye, S., Chen, P.: Multicore and GPU parallelization of neural networks for face recognition. Procedia Comput. Sci. 18, 349–358 (2013)
Mulas, M., Massobrio, P.: Neuvision: a novel simulation environment to model spontaneous and stimulus-evoked activity of large-scale neuronal networks. Neurocomputing 122, 441–457 (2013)
Prieto, A., Prieto, B., Ortigosa, E.M., Ros, E., Pelayo, F., Ortega, J., Rojas, I.: Neural networks: an overview of early research, current frameworks and new challenges. Neurocomputing 214, 242–268 (2016)
Princeton University: WordNet: a lexical database for English. https://wordnet.princeton.edu
Schikuta, E.: NeuroWeb: an internet-based neural network simulator. In: ICTAI, pp. 407–412 (2002)
Schikuta, E., Magdy, A., Mohamed, A.B.: A framework for ontology based management of neural network as a service. In: Hirose, A., Ozawa, S., Doya, K., Ikeda, K., Lee, M., Liu, D. (eds.) ICONIP 2016. LNCS, vol. 9950, pp. 236–243. Springer, Cham (2016). doi:10.1007/978-3-319-46681-1_29
Schikuta, E., Mann, E.: A cloud-based neural network simulation environment. In: Rojas, I., Joya, G., Gabestany, J. (eds.) IWANN 2013. LNCS, vol. 7902, pp. 133–143. Springer, Heidelberg (2013). doi:10.1007/978-3-642-38679-4_12
Schikuta, E., Mann, E.: N2Sky - neural networks as services in the clouds. In: The 2013 International Joint Conference on Neural Networks (IJCNN), pp. 1–8. IEEE (2013)
Staab, S., Studer, R.: Handbook on Ontologies. Springer Science & Business Media, Heidelberg (2013)
UK e-Science: UK e-Science programme (2016). http://www.escience-grid.org.uk
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this paper
Cite this paper
Schikuta, E., Magdy, A., Ul Haq, I., Mohamed, A.B., Pittl, B., Mach, W. (2017). Searching the Sky for Neural Networks. In: Rojas, I., Joya, G., Catala, A. (eds) Advances in Computational Intelligence. IWANN 2017. Lecture Notes in Computer Science(), vol 10305. Springer, Cham. https://doi.org/10.1007/978-3-319-59153-7_15
Download citation
DOI: https://doi.org/10.1007/978-3-319-59153-7_15
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-59152-0
Online ISBN: 978-3-319-59153-7
eBook Packages: Computer ScienceComputer Science (R0)