Skip to main content
SpringerLink
Log in

Abduction

  • Reference work entry
  • First Online:
Book cover Encyclopedia of Machine Learning and Data Mining

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

Access this chapter

Log in via an institution
Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 699.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 949.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Recommended Reading

  • Ade H, Denecker M (1995) AILP: abductive inductive logic programming. In: Mellish CS (ed) IJCAI. Morgan Kaufmann, San Francisco, pp 1201–1209

    Google Scholar 

  • Ade H, Malfait B, Raedt LD (1994) Ruth: an ILP theory revision system. In: ISMIS94. Springer, Berlin

    Google Scholar 

  • Alrajeh D, Ray O, Russo A, Uchitel S (2009) Using abduction and induction for operational requirements elaboration. J Appl Logic 7(3):275–288

    Article  MathSciNet  MATH  Google Scholar 

  • Bergadano F, Cutello V, Gunetti D (2000) Abduction in machine learning. In: Gabbay D, Kruse R (eds) Handbook of defeasible reasoning and uncertainty management systems, vol 4. Kluver Academic Press, Dordrecht, pp 197–229

    Google Scholar 

  • del Cerro LF, Inoue K (eds) (2014) Logical modeling of biological systems. Wiley/ISTE, Hoboken/London

    MATH  Google Scholar 

  • DeJong G, Mooney R (1986) Explanation-based learning: an alternate view. Mach Learn 1:145–176

    Google Scholar 

  • Doncescu A, Inoue K, Yamamoto Y (2007) Knowledge based discovery in systems biology using cf-induction. In: Okuno HG, Ali M (eds) IEA/AIE. Springer, Heidelberg, pp 395–404

    Google Scholar 

  • Flach P, Kakas A (2000) Abductive and inductive reasoning: background and issues. In: Flach PA, Kakas AC (eds) Abductive and inductive reasoning. Pure and applied logic. Kluwer, Dordrecht

    Google Scholar 

  • Flach PA, Kakas AC (eds) (2009) Abduction and induction in artificial intelligence [special issue]. J Appl Logic 7(3):251

    Google Scholar 

  • Inoue K (2001) Inverse entailment for full clausal theories. In: LICS-2001 workshop on logic and learning

    Google Scholar 

  • Ito K, Yamamoto A (1998) Finding hypotheses from examples by computing the least generlisation of bottom clauses. In: Proceedings of discovery science’98. Springer, Berlin, pp 303–314

    Google Scholar 

  • Josephson J, Josephson S (eds) (1994) Abductive inference: computation, philosophy, technology. Cambridge University Press, New York

    MATH  Google Scholar 

  • Kakas A, Kowalski R, Toni F (1992) Abductive logic programming. J Logic Comput 2(6):719–770

    Article  MathSciNet  MATH  Google Scholar 

  • Kakas A, Riguzzi F (2000) Abductive concept learning. New Gener Comput 18:243–294

    Article  Google Scholar 

  • King R, Whelan K, Jones F, Reiser P, Bryant C, Muggleton S et al (2004) Functional genomic hypothesis generation and experimentation by a robot scientist. Nature 427:247–252

    Article  Google Scholar 

  • Leake D (1995) Abduction, experience and goals: a model for everyday abductive explanation. J Exp Theor Artif Intell 7:407–428

    Article  Google Scholar 

  • Michalski RS (1993) Inferential theory of learning as a conceptual basis for multistrategy learning. Mach Learn 11:111–151

    Google Scholar 

  • Moyle S (2002) Using theory completion to learn a robot navigation control program. In: Proceedings of the 12th international conference on inductive logic programming. Springer, Berlin, pp 182–197

    Google Scholar 

  • Moyle SA (2000) An investigation into theory completion techniques in inductive logic programming. PhD thesis, Oxford University Computing Laboratory, University of Oxford

    Google Scholar 

  • Muggleton S (1995) Inverse entailment and Progol. New Gener Comput 13:245–286

    Article  Google Scholar 

  • Muggleton S, Bryant C (2000) Theory completion using inverse entailment. In: Proceedings of the tenth international workshop on inductive logic programming (ILP-00). Springer, Berlin, pp 130–146

    Google Scholar 

  • Ourston D, Mooney RJ (1994) Theory refinement combining analytical and empirical methods. Artif Intell 66:311–344

    Article  MathSciNet  MATH  Google Scholar 

  • Papatheodorou I, Kakas A, Sergot M (2005) Inference of gene relations from microarray data by abduction. In: Proceedings of the eighth international conference on logic programming and non-monotonic reasoning (LPNMR’05), vol 3662. Springer, Berlin, pp389–393

    Google Scholar 

  • Ray O (2009) Nonmonotonic abductive inductive learning. J Appl Logic 7(3):329–340

    Article  MathSciNet  MATH  Google Scholar 

  • Ray O, Antoniades A, Kakas A, Demetriades I (2006) Abductive logic programming in the clinical management of HIV/AIDS. In: Brewka G, Coradeschi S, Perini A, Traverso P (eds) Proceedings of the 17th European conference on artificial intelligence. Frontiers in artificial intelligence and applications, vol 141. IOS Press, Amsterdam, pp 437–441

    Google Scholar 

  • Ray O, Broda K, Russo A (2003) Hybrid abductive inductive learning: a generalisation of Progol. In: Proceedings of the 13th international conference on inductive logic programming. Lecture notes in artificial intelligence, vol 2835. Springer, Berlin, pp 311–328

    Google Scholar 

  • Ray O, Bryant C (2008) Inferring the function of genes from synthetic lethal mutations. In: Proceedings of the second international conference on complex, intelligent and software intensive systems. IEEE Computer Society, Washington, DC, pp 667–671

    Google Scholar 

  • Ray O, Flach PA, Kakas AC (eds) (2009) Abduction and induction in artificial intelligence. In: Proceedings of IJCAI 2009 workshop

    Google Scholar 

  • Reggia J (1983) Diagnostic experts systems based on a set-covering model. Int J Man-Mach Stud 19(5):437–460

    Article  Google Scholar 

  • Tamaddoni-Nezhad A, Chaleil R, Kakas A, Muggleton S (2006) Application of abductive ILP to learning metabolic network inhibition from temporal data. Mach Learn 64(1–3):209–230

    Article  MATH  Google Scholar 

  • Tamaddoni-Nezhad A, Kakas A, Muggleton S, Pazos F (2004) Modelling inhibition in metabolic pathways through abduction and induction. In: Proceedings of the 14th international conference on inductive logic programming. Springer, Berlin, pp 305–322

    Chapter  Google Scholar 

  • Yamamoto A (1997) Which hypotheses can be found with inverse entailment? In: Proceedings of the seventh international workshop on inductive logic programming. Lecture notes in artificial intelligence, vol 1297. Springer, Berlin, pp 296–308

    Google Scholar 

  • Zupan B, Bratko I, Demsar J, Juvan P, Halter J, Kuspa A et al (2003) Genepath: a system for automated construction of genetic networks from mutant data. Bioinformatics 19(3):383–389

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

  1. University of Cyprus, Nicosia, Cyprus

    Antonis C. Kakas

Authors
  1. Antonis C. Kakas
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Antonis C. Kakas .

Editor information

Editors and Affiliations

  1. The University of New South Wales, Sydney, NSW, Australia

    Claude Sammut

  2. Faculty of Information Technology, Monash University, Melbourne, VIC, Australia

    Geoffrey I. Webb

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer Science+Business Media New York

About this entry

Cite this entry

Kakas, A.C. (2017). Abduction. In: Sammut, C., Webb, G.I. (eds) Encyclopedia of Machine Learning and Data Mining. Springer, Boston, MA. https://doi.org/10.1007/978-1-4899-7687-1_1

Download citation

Publish with us

Policies and ethics

Search

Navigation