Skip to main content

2019 | OriginalPaper | Buchkapitel

A Web-Based Micro-service Architecture for Comparing Parallel Implementations of Dissimilarity Measures

verfasst von : Daniel-Stiven Valencia-Hernández, Ana-Lorena Uribe-Hurtado, Mauricio Orozco-Alzate

Erschienen in: Distributed Computing and Artificial Intelligence, 15th International Conference

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The performance of an application can be significantly improved by using parallelization, as well as by defining micro-services which allow the distribution of the work into several independent tasks. In this paper, we show how a micro-service architecture can be used for developing an efficient and flexible application for the nearest neighbor classification problem. Several dissimilarity measures are compared, in terms of both accuracy and computational time, for sequential as well parallel executions. In addition, a web-based interface was developed in order to facilitate the interaction with the user and easily monitoring the progress of the experiments.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Ciavotta, M., Alge, M., Menato, S., Rovere, D., Pedrazzoli, P.: A microservice-based middleware for the digital factory. Procedia Manufact. 11, 931 – 938 (2017). 27th International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2017, 27-30 June 2017, Modena, Italy (2017) Ciavotta, M., Alge, M., Menato, S., Rovere, D., Pedrazzoli, P.: A microservice-based middleware for the digital factory. Procedia Manufact. 11, 931 – 938 (2017). 27th International Conference on Flexible Automation and Intelligent Manufacturing, FAIM 2017, 27-30 June 2017, Modena, Italy (2017)
2.
Zurück zum Zitat Cui, M., Cui, J., Li, H.: Dimensionality reduction for histogram features: a distance-adaptive approach. Neurocomputing 173, 181–195 (2016)CrossRef Cui, M., Cui, J., Li, H.: Dimensionality reduction for histogram features: a distance-adaptive approach. Neurocomputing 173, 181–195 (2016)CrossRef
3.
Zurück zum Zitat Duin, R.P.W., Juszczak, P., de Ridder, D., Paclik, P., Pekalska, E., Tax, D.M.J.: PRTools4: a matlab toolbox for pattern recognition (2007) Duin, R.P.W., Juszczak, P., de Ridder, D., Paclik, P., Pekalska, E., Tax, D.M.J.: PRTools4: a matlab toolbox for pattern recognition (2007)
4.
Zurück zum Zitat Florindo, J.B., Bruno, O.M.: Texture classification using non-euclidean Minkowski dilation. Phys. A 493, 189–202 (2018)MathSciNetCrossRef Florindo, J.B., Bruno, O.M.: Texture classification using non-euclidean Minkowski dilation. Phys. A 493, 189–202 (2018)MathSciNetCrossRef
5.
Zurück zum Zitat Flynn, M.J.: Some computer organizations and their effectiveness. IEEE Trans. Comput. C-21, 948–960 (1972)CrossRef Flynn, M.J.: Some computer organizations and their effectiveness. IEEE Trans. Comput. C-21, 948–960 (1972)CrossRef
6.
Zurück zum Zitat Gutiérrez, P.D., Lastra, M., Bacardit, J., Benítez, J.M., Herrera, F.: GPU-SME-kNN: scalable and memory efficient kNN and lazy learning using GPUs. Inf. Sci. 373, 165–182 (2016)CrossRef Gutiérrez, P.D., Lastra, M., Bacardit, J., Benítez, J.M., Herrera, F.: GPU-SME-kNN: scalable and memory efficient kNN and lazy learning using GPUs. Inf. Sci. 373, 165–182 (2016)CrossRef
7.
Zurück zum Zitat Jain, A.K., Duin, R.P.W.: Pattern recognition. In: Gregory, R.L. (ed.) The Oxford Companion to the Mind, 2 edn., pp. 698–703. Oxford University Press, Oxford (2004) Jain, A.K., Duin, R.P.W.: Pattern recognition. In: Gregory, R.L. (ed.) The Oxford Companion to the Mind, 2 edn., pp. 698–703. Oxford University Press, Oxford (2004)
8.
Zurück zum Zitat Santana, F., Santiago, R.: A generalized distance based on a generalized triangle inequality. Inf. Sci. 345, 106–115 (2016)MathSciNetCrossRef Santana, F., Santiago, R.: A generalized distance based on a generalized triangle inequality. Inf. Sci. 345, 106–115 (2016)MathSciNetCrossRef
9.
Zurück zum Zitat Swaminathan, M., Yadav, P.K., Piloto, O., Sjöblom, T., Cheong, I.: A new distance measure for non-identical data with application to image classification. Pattern Recogn. 63, 384–396 (2017)CrossRef Swaminathan, M., Yadav, P.K., Piloto, O., Sjöblom, T., Cheong, I.: A new distance measure for non-identical data with application to image classification. Pattern Recogn. 63, 384–396 (2017)CrossRef
10.
Zurück zum Zitat Todeschini, R., Ballabio, D., Consonni, V., Grisoni, F.: A new concept of higher-order similarity and the role of distance/similarity measures in local classification methods. Chemometr. Intell. Lab. Syst. 157, 50–57 (2016)CrossRef Todeschini, R., Ballabio, D., Consonni, V., Grisoni, F.: A new concept of higher-order similarity and the role of distance/similarity measures in local classification methods. Chemometr. Intell. Lab. Syst. 157, 50–57 (2016)CrossRef
11.
Zurück zum Zitat Wong, T.T.: Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation. Pattern Recogn. 48(9), 2839–2846 (2015)CrossRef Wong, T.T.: Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation. Pattern Recogn. 48(9), 2839–2846 (2015)CrossRef
Metadaten
Titel
A Web-Based Micro-service Architecture for Comparing Parallel Implementations of Dissimilarity Measures
verfasst von
Daniel-Stiven Valencia-Hernández
Ana-Lorena Uribe-Hurtado
Mauricio Orozco-Alzate
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-94649-8_20

Premium Partner