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2017 | OriginalPaper | Buchkapitel

Searching the Sky for Neural Networks

verfasst von : Erich Schikuta, Abdelkader Magdy, Irfan Ul Haq, A. Baith Mohamed, Benedikt Pittl, Werner Mach

Erschienen in: Advances in Computational Intelligence

Verlag: Springer International Publishing

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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.

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Literatur
1.
Zurück zum Zitat Bernardet, U., Blanchard, M., Verschure, P.F.: IQR: a distributed system for real-time real-world neuronal simulation. Neurocomputing 44, 1043–1048 (2002)CrossRefMATH Bernardet, U., Blanchard, M., Verschure, P.F.: IQR: a distributed system for real-time real-world neuronal simulation. Neurocomputing 44, 1043–1048 (2002)CrossRefMATH
2.
Zurück zum Zitat 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) 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)
3.
Zurück zum Zitat Cornelis, H., De Schutter, E.: Neurospaces: separating modeling and simulation. Neurocomputing 52, 227–231 (2003)CrossRef Cornelis, H., De Schutter, E.: Neurospaces: separating modeling and simulation. Neurocomputing 52, 227–231 (2003)CrossRef
4.
Zurück zum Zitat Homola, M., Serafini, L.: Towards formal comparison of ontology linking, mapping and importing. Proc. DL 10, 291–302 (2010) Homola, M., Serafini, L.: Towards formal comparison of ontology linking, mapping and importing. Proc. DL 10, 291–302 (2010)
5.
Zurück zum Zitat 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., 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)
6.
Zurück zum Zitat 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)CrossRef 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)CrossRef
7.
Zurück zum Zitat 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)CrossRef 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)CrossRef
8.
Zurück zum Zitat 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)CrossRef 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)CrossRef
9.
Zurück zum Zitat 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)CrossRef 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)CrossRef
11.
Zurück zum Zitat Schikuta, E.: NeuroWeb: an internet-based neural network simulator. In: ICTAI, pp. 407–412 (2002) Schikuta, E.: NeuroWeb: an internet-based neural network simulator. In: ICTAI, pp. 407–412 (2002)
12.
Zurück zum Zitat 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 CrossRef 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 CrossRef
13.
Zurück zum Zitat 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 CrossRef 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 CrossRef
14.
Zurück zum Zitat 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) 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)
15.
Zurück zum Zitat Staab, S., Studer, R.: Handbook on Ontologies. Springer Science & Business Media, Heidelberg (2013)MATH Staab, S., Studer, R.: Handbook on Ontologies. Springer Science & Business Media, Heidelberg (2013)MATH
Metadaten
Titel
Searching the Sky for Neural Networks
verfasst von
Erich Schikuta
Abdelkader Magdy
Irfan Ul Haq
A. Baith Mohamed
Benedikt Pittl
Werner Mach
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-59153-7_15