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Conjecture Synthesis for Inductive Theories

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Abstract

We have developed a program for inductive theory formation, called IsaCoSy, which synthesises conjectures ‘bottom-up’ from the available constants and free variables. The synthesis process is made tractable by only generating irreducible terms, which are then filtered through counter-example checking and passed to the automatic inductive prover IsaPlanner. The main technical contribution is the presentation of a constraint mechanism for synthesis. As theorems are discovered, this generates additional constraints on the synthesis process. We evaluate IsaCoSy as a tool for automatically generating the background theories one would expect in a mature proof assistant, such as the Isabelle system. The results show that IsaCoSy produces most, and sometimes all, of the theorems in the Isabelle libraries. The number of additional un-interesting theorems are small enough to be easily pruned by hand.

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References

  1. Berghofer, S., Nipkow, T.: Random testing in Isabelle/HOL. In: SEFM ’04: Proceedings of the Software Engineering and Formal Methods, Second International Conference, Washington, DC, USA, pp. 230–239. IEEE Computer Society (2004)

  2. Buchberger, B., Craciun, A., Jebelean, T., Kovacs, L., Kutsia, T., Nakagawa, K., Piroi, F., Popov, N., Robu, J., Rosenkrantz, M., Windsteiger, W.: Theorema: towards computer-aided mathematical theory exploration. Journal of Applied Logic 4(4), 470–504 (2006)

    Article  MathSciNet  MATH  Google Scholar 

  3. Bundy, A.: The use of explicit plans to guide inductive proofs. In: 9th International Conference on Automated Deduction, pp. 111–120 (1988)

  4. Bundy, A., Basin, D., Hutter, D., Ireland, A.: Rippling: Meta-level Guidance for Mathematical Reasoning. Cambridge University Press (2005)

  5. Bundy, A., van Harmelen, F., Hesketh, J., Smaill, A.: Experiments with proof plans for induction. J. Autom. Reason. 7(3), 303–324 (1992)

    Article  Google Scholar 

  6. Colton, S.: Automated Theory Formation in Pure Mathematics. Springer (2002)

  7. Dershowitz, N.: Orderings for term-rewriting systems. In: 20th Annual Symposium on Foundations of Computer Science, pp. 123–131 (1979)

  8. Dixon, L.: A Proof Planning Framework for Isabelle. PhD thesis, University of Edinburgh (2005)

  9. Dixon, L., Fleuriot, J.: IsaPlanner: a prototype proof planner in Isabelle. In: Proceedings of CADE’03, pp. 279–283 (2003)

  10. Dixon, L., Fleuriot, J.: Higher-order rippling in IsaPlanner. In: Proceedings of TPHOLs’04, pp. 83–98 (2004)

  11. Gordon, M.J., Milner, A.J., Wadsworth, C.P.: Edinburgh LCF—A Mechanised Logic of Computation. Lecture Notes in Computer Science, vol. 78. Springer (1979)

  12. Hodorog, M., Craciun, A.: Scheme-based systematic exploration of natural numbers. In: Proceedings of the 8th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, pp. 26–34 (2006)

  13. Johansson, M., Dixon, L., Bundy, A.: Properties of IsaCoSy’s Constraint Generation Algorithm. University of Edinburgh Technical Report from 2010 with number EDI-INF-RR-1378. Available online: http://dream.inf.ed.ac.uk/projects/lemmadiscovery/publications/IsaCoSyProperties.pdf (2010)

  14. Knuth, D.E., Bendix, P.B.: Simple word problems in universal algebras. In: Computational Problems in Abstract Algebra (1967)

  15. Lenat, D.B.: AM: discovery in mathematics as heuristic search. In: Heiberg, D., Damstra, D.A. (eds.) Knoledge-based Systems in Artificial Intelligence, Chapter 1. McGraw-Hill (1982)

  16. Maclean, E., Ireland, A., Atkey, R., Dixon, L.: Refinement and term synthesis in loop invariant generation. In: WING 09: Workshop on Invariant Generation (2009)

  17. McCasland, R., Bundy, A.: MATHsAiD: a mathematical theorem discovery tool. In: Proceedings of the 8th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing, pp. 17–22. IEEE Computer Society Press (2006)

  18. McCasland, R., Bundy, A., Autexier, S.: Automated discovery of inductive theorems. Special Issue of Studies in Logic, Grammar and Rhetoric on Computer Reconstruction of the Body of Mathematics: From Insight to Proof: Festschrift in Honor of A. Trybulec 10(23), 135–149 (2007)

    Google Scholar 

  19. Monroy-Borja, R.: The Use of Abduction to Correct Faulty Conjectures. Master’s thesis, University of Edinburgh (1993)

  20. Nipkow, T., Paulson, L.C., Wenzel, M.: Isabelle/HOL—A Proof Assistant for Higher-order Logic. Lecture Notes in Computer Science, vol. 2283. Springer (2002)

  21. Paulson, L.C.: Isabelle: the next seven hundred theorem provers. In: 9th International Conference on Automated Deduction. LNCS, vol. 310, pp. 772–773. Springer (1988)

  22. Puzis, Y., Gao, Y., Sutcliffe, G.: Automated generation of interesting theorems. In: Proceedings of the 19th International FLAIRS Conference, pp. 49–54 (2006)

  23. Sutcliffe, G., Suttner, C.B.: The TPTP problem library: CNF release v1.2.1. J. Autom. Reason. 21(2), 177–203 (1998)

    Article  MathSciNet  MATH  Google Scholar 

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Correspondence to Moa Johansson.

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Johansson, M., Dixon, L. & Bundy, A. Conjecture Synthesis for Inductive Theories. J Autom Reasoning 47, 251–289 (2011). https://doi.org/10.1007/s10817-010-9193-y

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  • DOI: https://doi.org/10.1007/s10817-010-9193-y

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