Skip to main content

2018 | OriginalPaper | Buchkapitel

Unsupervised Language Learning in OpenCog

verfasst von : Alex Glushchenko, Andres Suarez, Anton Kolonin, Ben Goertzel, Claudia Castillo, Man Hin Leung, Oleg Baskov

Erschienen in: Artificial General Intelligence

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

We discuss technology capable to learn language without supervision. While the entire goal may be too ambitious and not achievable to full extent, we explore how far we can advance grammar learning. We present the current approach employed in the open source OpenCog Artificial Intelligence Platform, describe the cognitive pipeline being constructed and present some intermediate results.

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 Dupoux, E.: Cognitive science in the era of artificial intelligence: a roadmap for reverse-engineering the infant language-learner. arXiv:1607.08723 [cs.CL] (2018) Dupoux, E.: Cognitive science in the era of artificial intelligence: a roadmap for reverse-engineering the infant language-learner. arXiv:​1607.​08723 [cs.CL] (2018)
2.
Zurück zum Zitat Goertzel, B., Pennachin, C., Geisweiller, G.: Engineering General Intelligence, Part 2: The CogPrime Architecture for Integrative. Embodied AGI, Atlantis Press, New York (2014) Goertzel, B., Pennachin, C., Geisweiller, G.: Engineering General Intelligence, Part 2: The CogPrime Architecture for Integrative. Embodied AGI, Atlantis Press, New York (2014)
3.
4.
Zurück zum Zitat Sleator D., Temperley D.: Parsing English with a link grammar. In: Third International Workshop on Parsing Technologies (1993) Sleator D., Temperley D.: Parsing English with a link grammar. In: Third International Workshop on Parsing Technologies (1993)
5.
Zurück zum Zitat Kolonin A.: Automatic text classification and property extraction. In: 2015 SIBIRCON/SibMedInfo Conference Proceedings, pp. 27–31 (2015). ISBN 987-1-4673-9109-2 Kolonin A.: Automatic text classification and property extraction. In: 2015 SIBIRCON/SibMedInfo Conference Proceedings, pp. 27–31 (2015). ISBN 987-1-4673-9109-2
6.
Zurück zum Zitat Barbara, P.: Workshop on Information and Representation Report. In: Workshop on Information and Representation (Washington, DC, March 30-April 1, 1985). Collected Works - Conference Proceedings (021), 151 p. (1985) Barbara, P.: Workshop on Information and Representation Report. In: Workshop on Information and Representation (Washington, DC, March 30-April 1, 1985). Collected Works - Conference Proceedings (021), 151 p. (1985)
7.
Zurück zum Zitat Friedman, J.: Sheaves on graphs, their homological invariants, and a proof of the Hanna Neumann conjecture. arXiv:1105.0129v2 [math.CO] (2011) Friedman, J.: Sheaves on graphs, their homological invariants, and a proof of the Hanna Neumann conjecture. arXiv:​1105.​0129v2 [math.CO] (2011)
9.
Zurück zum Zitat Mikolov T., Sutskever I., Chen K., Corrado G., Dean J.: Distributed representations of words and phrases and their compositionality. arXiv:1310.4546v1 [cs.CL] (2013) Mikolov T., Sutskever I., Chen K., Corrado G., Dean J.: Distributed representations of words and phrases and their compositionality. arXiv:​1310.​4546v1 [cs.CL] (2013)
10.
Zurück zum Zitat Cha M., Gwon Y., Kung H.: Language modeling by clustering with word embeddings for text readability assessment. arXiv:1709.01888v1 [cs.CL] (2017) Cha M., Gwon Y., Kung H.: Language modeling by clustering with word embeddings for text readability assessment. arXiv:​1709.​01888v1 [cs.CL] (2017)
11.
Zurück zum Zitat Franco-Penya, H. et al.: An analysis of the application of simplified silhouette to the evaluation of k-means clustering validity. In: 13th International Conference on Machine Learning and Data Mining MLDM 2017, New York, USA (2017) Franco-Penya, H. et al.: An analysis of the application of simplified silhouette to the evaluation of k-means clustering validity. In: 13th International Conference on Machine Learning and Data Mining MLDM 2017, New York, USA (2017)
12.
Zurück zum Zitat Church, K., Hank, P.: Word association norms, mutual information, and lexicography. Comput. Linguist. Arch. 16(1), 22–29 (1990) Church, K., Hank, P.: Word association norms, mutual information, and lexicography. Comput. Linguist. Arch. 16(1), 22–29 (1990)
14.
Zurück zum Zitat Sculley D.: Web-scale k-means clustering. In: WWW 2010 Proceedings of the 19th International Conference on World Wide Web, pp. 1177–1178, Raleigh, North Carolina, USA (2010) Sculley D.: Web-scale k-means clustering. In: WWW 2010 Proceedings of the 19th International Conference on World Wide Web, pp. 1177–1178, Raleigh, North Carolina, USA (2010)
15.
Zurück zum Zitat Starczewski, A., Krzyżak, A.: Performance evaluation of the Silhouette index. In: International Conference on Artificial Intelligence and Soft Computing, ICAISC 2015: Artificial Intelligence and Soft Computing, pp. 49–58 (2015) Starczewski, A., Krzyżak, A.: Performance evaluation of the Silhouette index. In: International Conference on Artificial Intelligence and Soft Computing, ICAISC 2015: Artificial Intelligence and Soft Computing, pp. 49–58 (2015)
17.
Zurück zum Zitat Bartunov, S., Kondrashkin, D., Osokin, A., Vetrov, D.: Breaking sticks and ambiguities with adaptive skip-gram. In: Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, pp. 130–138 (2016) Bartunov, S., Kondrashkin, D., Osokin, A., Vetrov, D.: Breaking sticks and ambiguities with adaptive skip-gram. In: Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, pp. 130–138 (2016)
18.
Zurück zum Zitat Hart, D., Goertzel, B.: OpenCog: a software framework for integrative artificial general intelligence. In: Proceedings of the 2008 Conference on Artificial General Intelligence 2008, pp. 468–472. IOS Press Amsterdam (2008). ISBN: 978-1-58603-833-5 Hart, D., Goertzel, B.: OpenCog: a software framework for integrative artificial general intelligence. In: Proceedings of the 2008 Conference on Artificial General Intelligence 2008, pp. 468–472. IOS Press Amsterdam (2008). ISBN: 978-1-58603-833-5
19.
Zurück zum Zitat World Wide Web Consortium: Turtle Terse RDF Triple Language (2012) World Wide Web Consortium: Turtle Terse RDF Triple Language (2012)
Metadaten
Titel
Unsupervised Language Learning in OpenCog
verfasst von
Alex Glushchenko
Andres Suarez
Anton Kolonin
Ben Goertzel
Claudia Castillo
Man Hin Leung
Oleg Baskov
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-97676-1_11

Premium Partner