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Group-Theoretic Lower Bounds for the Complexity of Matrix Multiplication

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Theory and Applications of Models of Computation (TAMC 2011)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 6648))

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Abstract

The complexity of multiplication in group algebras is closely related to the complexity of matrix multiplication. Inspired by the recent group-theoretic approach by Cohn and Umans [10] and the algorithms by Cohn et al. [9] for matrix multiplication, we present conditional group-theoretic lower bounds for the complexity of matrix multiplication. These bounds depend on the complexity of multiplication in group algebras.

Using Bläser’s lower bounds for the rank of associative algebras we characterize all semisimple group algebras of minimal bilinear complexity and show improved lower bounds for other group algebras. We also improve the best previously known bound for the bilinear complexity of group algebras by Atkinson. Our bounds depend on the complexity of matrix multiplication. In the special if the exponent of the matrix multiplication equals two, we achieve almost linear bounds.

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References

  1. Alder, A., Strassen, V.: On the algorithmic complexity of associative algebras. Theoret. Comput. Sci. 15, 201–211 (1981)

    Article  MathSciNet  MATH  Google Scholar 

  2. Atkinson, M.D.: The complexity of group algebra computations. Theoret. Comput. Sci. 5(2), 205–209 (1977)

    Article  MathSciNet  MATH  Google Scholar 

  3. Bläser, M.: Lower bounds for the bilinear complexity of associative algebras. Comput. Complexity 9(2), 73–112 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bläser, M.: On the complexity of the multiplication of matrices of small formats. J. Complexity 19(1), 43–60 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  5. Bläser, M.: A complete characterization of the algebras of minimal bilinear complexity. SIAM J. Comput. 34(2), 277–298 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  6. Büchi, W.: Über eine Klasse von Algebren minimalen Ranges. PhD thesis, Zürich University (1984)

    Google Scholar 

  7. Bürgisser, P., Clausen, M., Shokrollahi, M.A.: Algebraic Complexity Theory. A Series of Comprehensive Studies in Mathematics, vol. 315. Springer, Heidelberg (1997)

    MATH  Google Scholar 

  8. Chudnovsky, D.V., Chudnovsky, G.V.: Algebraic complexities and algebraic curves over finite fields. J. Complexity 4(4), 285–316 (1988)

    Article  MathSciNet  MATH  Google Scholar 

  9. Cohn, H., Kleinberg, R.D., Szegedy, B., Umans, C.: Group-theoretic algorithms for matrix multiplication. In: 46th FOCS, pp. 379–388. IEEE Comp. Soc., Los Alamitos (2005)

    Google Scholar 

  10. Cohn, H., Umans, C.: A group-theoretic approach to fast matrix multiplication. In: 44th FOCS, pp. 438–449. IEEE Comp. Soc., Los Alamitos (2003)

    Google Scholar 

  11. Gelfand, S.I.: Representations of the full linear group over a finite field. Math. USSR, Sb. 12, 1339 (1970)

    Google Scholar 

  12. Lang, S.: Algebra, 3rd revised edn. Springer, Heidelberg (2005)

    MATH  Google Scholar 

  13. Lidl, R., Niederreiter, H.: Finite Fields. Encyclopedia of Mathematics and its Applications, vol. 20. Cambridge University Press, Cambridge (2008)

    MATH  Google Scholar 

  14. Lupanov, O.B.: A method of circuit synthesis. Izvesitya VUZ, Radiofizika 1, 120–140 (1958)

    Google Scholar 

  15. Shparlinski, I.E., Tsfasman, M.A., Vladut, S.G.: Curves with many points and multiplication in finite fields. In: Stichtenoth, H., Tsfasman, M.A. (eds.) International Workshop on Coding Theory and Algebraic Geometry. Lecture Notes in Mathematics, vol. 1518, pp. 145–169. Springer, Berlin (1992)

    Chapter  Google Scholar 

  16. Strassen, V.: Vermeidung von Divisionen. J. Reine Angew. Math. 264, 182–202 (1973)

    MathSciNet  MATH  Google Scholar 

  17. van der Waerden, B.L.: Algebra II, 5th edn. Springer, Heidelberg (1967)

    Book  Google Scholar 

  18. Wientraub, S.H.: Representation Theory of Finite Groups: Algebra and Arithmetic. Graduate Series in Mathematics, vol. 59. AMS, Providence (2003)

    Google Scholar 

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Pospelov, A. (2011). Group-Theoretic Lower Bounds for the Complexity of Matrix Multiplication. In: Ogihara, M., Tarui, J. (eds) Theory and Applications of Models of Computation. TAMC 2011. Lecture Notes in Computer Science, vol 6648. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20877-5_2

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  • DOI: https://doi.org/10.1007/978-3-642-20877-5_2

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-20876-8

  • Online ISBN: 978-3-642-20877-5

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