Skip to main content
SpringerLink
Log in

Certificate Complexity and Exact Learning

  • Living reference work entry
  • First Online:
Book cover Encyclopedia of Algorithms

  • 212 Accesses

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution

Institutional subscriptions

Recommended Reading

  1. Alekhnovich M, Braverman M, Feldman V, Klivans AR, Pitassi T (2004) Learnability and automatizability. In: Proceedings of the 45th annual IEEE symposium on foundations of computer science (FOCS ’04), Rome. IEEE Computer Society, Washington, DC, pp 621–630

    Google Scholar 

  2. Angluin D (1987) Queries and concept learning. Mach Learn 2(4):319–342

    Google Scholar 

  3. Angluin D (2004) Queries revisited. Theor Comput Sci 313(2):175–194

    Article  MATH  MathSciNet  Google Scholar 

  4. Balcan N, Hanneke S (2012) Robust interactive learning. In: Proceedings of the twenty fifth annual conference on learning theory (COLT ’12), Edinburgh, pp 20.1–20.34

    Google Scholar 

  5. Balcázar JL, Castro J, Guijarro D, Köbler J, Lindner W (2007) A general dimension for query learning. J Comput Syst Sci 73(6):924–940

    Article  MATH  Google Scholar 

  6. Balcázar JL, Castro J, Guijarro D, Simon H-U (2002) The consistency dimension and distribution-dependent learning from queries. Theor Comput Sci 288(2):197–215

    Article  MATH  Google Scholar 

  7. Feldman V (2006) Hardness of approximate two-level logic minimization and PAC learning with membership queries. In: Proceedings of the 38th annual ACM symposium on the theory of computing (STOC ’06), Seattle. ACM, New York, pp 363–372

    Google Scholar 

  8. Hegedüs T (1995) Generalized teaching dimensions and the query complexity of learning. In: Proceedings of the 8th annual conference on computational learning theory (COLT ’95), Santa Cruz, pp 108–117

    Google Scholar 

  9. Hellerstein L, Raghavan V (2005) Exact learning of DNF formulas using DNF hypotheses. J Comput Syst Sci 70(4):435–470

    Article  MATH  MathSciNet  Google Scholar 

  10. Hellerstein L, Pillaipakkamnatt K, Raghavan V, Wilkins D (1996) How many queries are needed to learn? J ACM 43(5):840–862

    Article  MATH  MathSciNet  Google Scholar 

  11. Hellerstein L, Kletenik D, Sellie L, Servedio R (2012) Tight bounds on proper equivalence query learning of DNF. In: Proceedings of the 25th annual conference on learning theory (COLT ’12), Edinburgh, pp 31.1—31.18

    Google Scholar 

  12. Köbler J, Lindner W (2000) Oracles in \(\Sigma ^{\mathrm{p}}_{2}\) are sufficient for exact learning. Int J Found Comput Sci 11(4):615–632

    Article  Google Scholar 

  13. Moshkov MY (1983) Conditional tests. Probl Kibern (in Russian) 40:131–170

    MATH  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. Department of Computer Science and Engineering, NYU Polytechnic School of Engineering, 6 Metrotech Center, 11201, Brooklyn, NY, USA

    Lisa Hellerstein

Authors
  1. Lisa Hellerstein
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Lisa Hellerstein .

Editor information

Editors and Affiliations

  1. Dept. Electrical Engineering & Computer Science, Northwestern University, Evanston, Illinois, USA

    Ming-Yang Kao

Rights and permissions

Reprints and permissions

Copyright information

© 2015 Springer Science+Business Media New York

About this entry

Cite this entry

Hellerstein, L. (2015). Certificate Complexity and Exact Learning. In: Kao, MY. (eds) Encyclopedia of Algorithms. Springer, Boston, MA. https://doi.org/10.1007/978-3-642-27848-8_66-2

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-27848-8_66-2

  • Received:

  • Accepted:

  • Published:

  • Publisher Name: Springer, Boston, MA

  • Online ISBN: 978-3-642-27848-8

  • eBook Packages: Springer Reference Computer SciencesReference Module Computer Science and Engineering

Publish with us

Policies and ethics

Search

Navigation