Abstract
This paper proposes a novel quantum learning algorithm based on Bernstein and Vazirani’s quantum circuit to find the dependent variables of the 2-junta problem. Typically, for a given Boolean function f : {0, 1}n → {0, 1} that depends on only 2 out of n variables, the dependent variables are obtained by evaluating the function 4n times in the worst-case. However, the proposed quantum algorithm only requires O(log2n) function operations in the worst-case. Moreover, the algorithm requires an average of 5.3 function operations at the most when n ≥ 8.
Similar content being viewed by others
References
Lu, Z.Q.: The elements of statistical learning: data mining, inference, and prediction. J. Roy. Stat. Soc. Ser. A. 173(3), 693–694 (2010)
Mossel, E., O’Donnell, R., Servedio, R.P.: Learning juntas. Proc. 35th Ann. ACM Symp. Theo. Comp., 206–212 (2003)
Mossel, E., O’Donnell, R., Servedio, R.P.: Learning functions of k relevant variables. J. Comput. Syst. Sci. 69(3), 421–434 (2004)
Atıcı, A., Servedio, R.A.: Quantum algorithms for learning and testing juntas. Quantum Inf. Process. 6(5), 323–348 (2007)
Floess, D.F., Andersson, E., Hillery, M.: Quantum algorithms for testing Boolean functions. arXiv:quant-ph/1006.1423 (2010)
Bernstein, E., Vazirani, U.: Quantum complexity theory. SIAM J. Comput. 26(5), 1411–1473 (1997)
Boyer, M., Brassard, G., Høyer, P., Tapp, A.: Tight bounds on quantum searching. Fortsch. Phys. Prog. Phys. 46(4–5), 493–505 (1998)
Ambainis, A., Belovs, A., Regev, O., de Wolf, R.: Efficient quantum algorithms for (gapped) group testing and junta testing. Proc. 27th Ann. ACM-SIAM Symp. Discr. Alg., 903–922 (2016)
El-Wazan, K., Younes, A. and Doma, S.B.: A quantum algorithm for testing juntas in Boolean functions. arXiv:quant-ph/ 1701.02143 (2017)
Chen, C.-Y.: An exact quantum algorithm for testing Boolean functions with one uncomplemented product of two variables. Quantum Inf. Process. 19(7), 213 (2020)
Younes, A.: A fast quantum algorithm for the affine Boolean function identification. Eur. Phys. J. Plus. 130(2), 34 (2015)
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Chen, CY. An Exact Quantum Algorithm for the 2-Junta Problem. Int J Theor Phys 60, 80–91 (2021). https://doi.org/10.1007/s10773-020-04662-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10773-020-04662-3