Abstract
We present effective upper bounds on the symmetric bilinear complexity of multiplication in extensions of a base finite field \(\mathbb {F}_{p^2}\) of prime square order, obtained by combining estimates on gaps between prime numbers together with an optimal construction of auxiliary divisors for multiplication algorithms by evaluation-interpolation on curves. Most of this material dates back to a 2011 unpublished work of the author, but it still provides the best results on this topic at the present time. Then a few updates are given in order to take recent developments into account, including comparison with a similar work of Ballet and Zykin, generalization to classical bilinear complexity over \(\mathbb {F}_p\), and to short multiplication of polynomials, as well as a discussion of open questions on gaps between prime numbers or more generally values of certain arithmetic functions.
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Notes
Compared with (3), the (classical) bilinear complexity \(\mu _F(\mathcal {A})\) of \(\mathcal {A}\) over F is the (classical) tensor rank of \(T_\mathcal {A}\), i.e. the minimal length n of a decomposition \(T_\mathcal {A}=\sum _{1\le i\le n}\alpha _i\otimes \beta _i\otimes w_i\) of \(T_\mathcal {A}\) as a sum of n elementary tensors in \(\mathcal {A}^\vee \otimes \mathcal {A}^\vee \otimes \mathcal {A}\), where now \(\alpha _i,\beta _i\in \mathcal {A}^\vee \) are allowed to be different; equivalent definitions similiar to (1) or (2) can be given likewise.
References
Baker R.C., Harman G., Pintz J.: The difference between consecutive primes, II. Proc. London Math. Soc. 83, 532–562 (2001).
Ballet S.: Curves with many points and multiplication complexity in any extension of \(\mathbb{F}_q\). Finite Fields Appl. 5, 364–377 (1999).
Ballet S.: Low increasing tower of algebraic function fields and bilinear complexity of multiplication in any extension of \(\mathbb{F}_q\). Finite Fields Appl. 9, 472–478 (2003).
Ballet S.: On the tensor rank of the multiplication in the finite fields. J. Number Theory 128, 1795–1806 (2008).
Ballet S., Rolland R.: Multiplication algorithm in a finite field and tensor rank of the multiplication. J. Algebra 272, 173–185 (2004).
Ballet S., Zykin A.: Dense families of modular curves, prime numbers and uniform symmetric tensor rank of multiplication in certain finite fields, preprint (June 2017). arXiv:1706.09139.
Brocket R.W., Dobkin D.: On the optimal evaluation of a set of bilinear forms. Lin. Alg. Appl. 19, 624–628 (1978).
Bshouty N.: A lower bound for the multiplication of polynomials modulo a polynomial. Inform. Process. Lett. 41, 321–326 (1992).
Cascudo I.: On asymptotically good strongly multiplicative linear secret sharing. Ph.D. dissertation. University of Oviedo (2010).
Cascudo I., Cramer R., Xing C.: Torsion limits and Riemann-Roch systems for function fields and applications. IEEE Trans. Inform. Theory 60, 3871–3888 (2014).
Cenk M., Özbudak F.: On multiplication in finite fields. J. Complex. 26, 172–186 (2010).
Chudnovsky D.V., Chudnovsky G.V.: Algebraic complexities and algebraic curves over finite fields. Proc. Natl. Acad. Sci. USA 84, 1739–1743 (1987).
Chudnovsky D.V., Chudnovsky G.V.: Algebraic complexities and algebraic curves over finite fields. J. Complex. 4, 285–316 (1988).
Cramer H.: On the order of magnitude of the difference between consecutive prime numbers. Acta Arith. 2, 23–46 (1936).
Dudek A.: An explicit result for primes between cubes. Funct. Approx. Comment. Math. 55, 177–197 (2016).
Dusart P.: Estimates of some functions over primes without R.H., preprint (February 2010). arXiv:1002.0442.
Ford K.: The distribution of totients. Ramanujan J. 2, 67–151 (1998).
Kadiri H.: Short effective intervals containing primes in arithmetic progressions and the seven cubes problem. Math. Comput. 77, 1733–1748 (2008).
Lempel A., Seroussi G., Winograd S.: On the complexity of multiplication in finite fields. Theoret. Comput. Sci. 22, 285–296 (1983).
Lempel A., Winograd S.: A new approach to error-correcting codes. IEEE Trans. Inform. Theory 23, 503–508 (1977).
Miyake T.: Modular Forms. Springer, Tokyo (1989).
Ramaré O., Saouter Y.: Short effective intervals containing primes. J. Number Theory 98, 10–33 (2003).
Randriambololona H.: \((2,1)\)-separating systems beyond the probabilistic bound. Israel J. Math. 195, 171–186 (2013).
Randriambololona H.: Diviseurs de la forme \(2D-G\) sans sections et rang de la multiplication dans les corps finis, preprint (March 2011). arXiv:1103.4335.
Randriambololona H.: Bilinear complexity of algebras and the Chudnovsky–Chudnovsky interpolation method. J. Complex. 28, 489–517 (2012).
Randriambololona H.: “On products and powers of linear codes under componentwise multiplication. In: Algorithmic arithmetic, geometry, and coding theory, Contemporary Mathematics, vol. 637. American Mathematical Society, pp. 3–78 (2015).
Schoenfeld L.: Sharper bounds for the Chebyshev functions \(\theta (x)\) and \(\psi (x)\), II. Math. Comput. 30, 337–360 (1976).
Shokrollahi M.A.: Optimal algorithms for multiplication in certain finite fields using elliptic curves. SIAM J. Comput. 21, 1193–1198 (1992).
Shparlinski I., Tsfasman M., Vladut S.: Curves with many pointsand multiplication in finite fields. In: Stichtenoth H., Tsfasman M.A. (eds.) Coding Theory and Algebraic Geometry (Luminy, 1991). Lecture Notes in Mathematics, vol. 1518, pp. 145–169. Springer, Berlin (1992).
Stichtenoth H.: Algebraic Function Fields and Codes, Universitext. Springer, Berlin (1993).
Tsfasman M.A., Vladut S.G.: Algebraic-Geometric Codes. Kluwer Academic Publishers, Norwell (1991).
Winograd S.: Some bilinear forms whose multiplicative complexity depends on the field of constants. Math. Syst. Theory 10, 169–180 (1977).
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H. Randriam was supported by ANR-14-CE25-0015 Project Gardio and ANR-15-CE39-0013 Project Manta.
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This is one of several papers published in Designs, Codes and Cryptography comprising the “Special Issue on Coding and Cryptography”.
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Randriam, H. Gaps between prime numbers and tensor rank of multiplication in finite fields. Des. Codes Cryptogr. 87, 627–645 (2019). https://doi.org/10.1007/s10623-018-0584-0
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DOI: https://doi.org/10.1007/s10623-018-0584-0