Abstract
Émile Borel defined normality more than 100 years ago to formalize the most basic form of randomness for real numbers. A number is normal to a given integer base if its expansion in that base is such that all blocks of digits of the same length occur in it with the same limiting frequency. This chapter is an introduction to the theory of normal numbers. We present five different equivalent formulations of normality, and we prove their equivalence in full detail. Four of the definitions are combinatorial, and one is, in terms of finite automata, analogous to the characterization of Martin-Löf randomness in terms of Turing machines. All known examples of normal numbers have been obtained by constructions. We show three constructions of numbers that are normal to a given base and two constructions of numbers that are normal to all integer bases. We also prove Agafonov’s theorem that establishes that a number is normal to a given base exactly when its expansion in that base is such that every subsequence selected by a finite automaton is also normal.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Agafonov, V.N.: Normal sequences and finite automata. Sov. Math. Dokl. 9, 324–325 (1968)
Aistleitner, C., Becher, V., Scheerer, A.M., Slaman, T.: On the construction of absolutely normal numbers. Acta Arith. (to appear), arXiv:1702.04072
Alvarez, N., Becher, V.: M. Levin’s construction of absolutely normal numbers with very low discrepancy. Math. Comput. (to appear)
Bailey, D.H., Borwein, J.M.: Nonnormality of stoneham constants. Ramanujan J. 29(1), 409–422 (2012)
Becher, V., Bugeaud, Y., Slaman, T.: On simply normal numbers to different bases. Math. Ann. 364(1), 125–150 (2016)
Becher, V., Carton, O., Heiber, P.A.: Finite-state independence. Theory Comput. Syst. (to appear)
Becher, V., Figueira, S.: An example of a computable absolutely normal number. Theor. Comput. Sci. 270, 947–958 (2002)
Becher, V., Figueira, S., Picchi, R.: Turing’s unpublished algorithm for normal numbers. Theor. Comput. Sci. 377, 126–138 (2007)
Becher, V., Heiber, P., Slaman, T.: A polynomial-time algorithm for computing absolutely normal numbers. Inf. Comput. 232, 1–9 (2013)
Becher, V., Heiber, P., Slaman, T.: A computable absolutely normal Liouville number. Math. Comput. 84(296), 2939–2952 (2015)
Becher, V., Heiber, P.A.: On extending de Bruijn sequences. Inf. Process. Lett. 111(18), 930–932 (2011)
Becher, V., Heiber, P.A.: Normal numbers and finite automata. Theor. Comput. Sci. 477, 109–116 (2013)
Becher, V., Heiber, P.A., Carton, O.: Normality and automata. J. Comput. Syst. Sci. 81, 1592–1613 (2015)
Becher, V., Slaman, T.A.: On the normality of numbers to different bases. J. Lond. Math. Soc. 90(2), 472–494 (2014)
Berstel, J., Perrin, D.: The origins of combinatorics on words. Eur. J. Comb. 28, 996–1022 (2007)
Bluhm, C.: Liouville numbers, Rajchman measures, and small Cantor sets. Proc. Am. Math. Soc. 128(9), 2637–2640 (2000)
Borel, É.: Les probabilités dénombrables et leurs applications arithmétiques. Rendiconti Circ. Mat. Palermo 27, 247–271 (1909)
Borel, É.: Sur les chiffres décimaux \(\sqrt {2}\) et divers problémes de probabilités en chaîne. C. R. Acad. Sci. Paris 230, 591–593 (1950)
Borwein, J., Bailey, D.: Mathematics by Experiment, Plausible Reasoning in the 21st Century, 2nd edn. A. K. Peters, Ltd, Wellesley, MA (2008)
Bugeaud, Y.: Nombres de Liouville et nombres normaux. C. R. Acad. Sci. Paris 335(2), 117–120 (2002)
Bugeaud, Y.: Distribution modulo one and Diophantine approximation. Cambridge Tracts in Mathematics, vol. 193. Cambridge University Press, Cambridge (2012)
Carton, O., Heiber, P.A.: Normality and two-way automata. Inf. Comput.241, 264–276 (2015)
Cassels, J.W.S.: On a problem of Steinhaus about normal numbers. Colloq. Math. 7, 95–101 (1959)
Champernowne, D.G.: The construction of decimals normal in the scale of ten. J. Lond. Math. Soc. s1–8, 254–260 (1933)
Copeland, A.H., Erdős, P.: Note on normal numbers. Bull. Am. Math. Soc. 52, 857–860 (1946)
Dai, J., Lathrop, J., Lutz, J., Mayordomo, E.: Finite-state dimension. Theor. Comput. Sci. 310, 1–33 (2004)
Davenport, H., Erdős, P.: Note on normal decimals. Can. J. Math. 4, 58–63 (1952)
de Bruijn, N.G.: A combinatorial problem. Proc. Konin. Neder. Akad. Wet. 49, 758–764 (1946)
Downey, R.G., Hirschfeldt, D.: Algorithmic randomness and complexity. Theory and Applications of Computability, vol. xxvi, 855 p. Springer, New York, NY (2010)
Drmota, M., Tichy, R.F.: Sequences, Discrepancies, and Applications. Lecture Notes in Mathematics, vol. 1651. Springer, Berlin (1997)
Figueira, S., Nies, A.: Feasible analysis, randomness, and base invariance. Theory Comput. Syst. 56, 439–464 (2015)
Fukuyama, K.: The law of the iterated logarithm for discrepancies of {θn x}. Acta Math. Hung. 118(1), 155–170 (2008)
Gál, S., Gál, L.: The discrepancy of the sequence {(2n x)}. Koninklijke Nederlandse Akademie van Wetenschappen Proceedings. Seres A 67 = Indagationes Mathematicae 26, 129–143 (1964)
Hardy, G.H., Wright, E.M.: An Introduction to the Theory of Numbers, 5th edn. Oxford University Press, Oxford (1985)
Kaufman, R.: On the theorem of Jarník and Besicovitch. Acta Arith. 39(3), 265–267 (1981)
Khintchine, A.: Einige sätze über kettenbrüche, mit anwendungen auf die theorie der diophantischen approximationen. Math. Ann. 92(1), 115–125 (1924)
Korobov, A.N.: Continued fractions of certain normal numbers. Mat. Z. 47(2), 28–33 (1990, in Russian). English translation in Math. Notes Acad. Sci. USSR 47, 128–132 (1990)
Kuipers, L., Niederreiter, H.: Uniform distribution of sequences. Dover, Mineola (2006)
Lebesgue, H.: Sur certains démonstrations d’existence. Bull. Soc. Math. France 45, 127–132 (1917)
Levin, M.: On absolutely normal numbers. Vestnik Moscov. Univ. ser. I, Mat-Meh 1, 31–37, 87 (1979). English translation in Moscow Univ. Math. Bull. 34(1), 32–39 (1979)
Levin, M.: On the discrepancy estimate of normal numbers. Acta Arith. Warzawa 88, 99–111 (1999)
Lutz, J., Mayordomo, E.: Computing absolutely normal numbers in nearly linear time (2016). ArXiv:1611.05911
Madritsch, M., Scheerer, A.M., Tichy, R.: Computable absolutely Pisot normal numbers. Acta Aritmetica (2017, to appear). arXiv:1610.06388
Nakai, Y., Shiokawa, I.: A class of normal numbers. Jpn. J. Math. (N.S.) 16(1), 17–29 (1990)
Philipp, W.: Limit theorems for lacunary series and uniform distribution mod 1. Acta Arith. 26(3), 241–251 (1975)
Piatetski-Shapiro, I.I.: On the distribution of the fractional parts of the exponential function. Moskov. Gos. Ped. Inst. Uč. Zap. 108, 317–322 (1957)
Sainte-Marie, C.F.: Question 48. L’intermédiaire des mathématiciens 1, 107–110 (1894)
Scheerer, A.M.: Computable absolutely normal numbers and discrepancies. Math. Comput. (2017, to appear). ArXiv:1511.03582
Schmidt, W.: Über die Normalität von Zahlen zu verschiedenen Basen. Acta Arith. 7, 299–309 (1961/1962)
Schmidt, W.: Irregularities of distribution. VII. Acta Arith. 21, 4550 (1972)
Schnorr, C.P., Stimm, H.: Endliche automaten und zufallsfolgen. Acta Inform. 1, 345–359 (1972)
Sierpiński, W.: Démonstration élémentaire du théorème de M. Borel sur les nombres absolument normaux et détermination effective d’un tel nombre. Bull. Soc. Math. France 45, 132–144 (1917)
Stoneham, R.: A general arithmetic construction of transcendental non-Liouville normal numbers from rational fractions. Acta Arith. XVI, 239–253 (1970). Errata to the paper in Acta Arith. XVII, 1971
Turing, A.: A note on normal numbers. In: Collected Works of Alan M. Turing, Pure Mathematics, pp. 117–119. North Holland, Amsterdam (1992). Notes of editor, 263–265
Ugalde, E.: An alternative construction of normal numbers. J. Théorie Nombres Bordeaux 12, 165–177 (2000)
Wall, D.D.: Normal numbers. Ph.D. thesis, University of California, Berkeley, CA (1949)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer International Publishing AG, part of Springer Nature
About this chapter
Cite this chapter
Becher, V., Carton, O. (2018). Normal Numbers and Computer Science. In: Berthé, V., Rigo, M. (eds) Sequences, Groups, and Number Theory. Trends in Mathematics. Birkhäuser, Cham. https://doi.org/10.1007/978-3-319-69152-7_7
Download citation
DOI: https://doi.org/10.1007/978-3-319-69152-7_7
Published:
Publisher Name: Birkhäuser, Cham
Print ISBN: 978-3-319-69151-0
Online ISBN: 978-3-319-69152-7
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)