Academia.eduAcademia.edu

Outline

Quantum query complexity and semi-definite programming

2003, 18th IEEE Annual Conference on Computational Complexity, 2003. Proceedings.

https://doi.org/10.1109/CCC.2003.1214419

Abstract

We reformulate quantum query complexity in terms of inequalities and equations for a set of positive semidefinite matrices. Using the new formulation we: 1. show that the workspace of a quantum computer can be limited to at most n + k qubits (where n and k are the number of input and output bits respectively) without reducing the computational power of the model. 2. give an algorithm that on input the truth table of a partial boolean function and an integer t runs in time polynomial in the size of the truth table and estimates, to any desired accuracy, the minimum probability of error that can be attained by a quantum query algorithm attempts to evaluate f in t queries. 3. use semidefinite programming duality to formulate a dual SDPP (f, t, ) that is feasible if and only if f can not be evaluated within error by a tstep quantum query algorithm Using this SDP we derive a general lower bound for quantum query complexity that encompasses a lower bound method of Ambainis and its generalizations. 4. Give an interpretation of a generalized form of branching in quantum computation.

References (20)

  1. S. Aaronson, "Algorithms for Boolean function query properties," to appear in SIAM Journal on Computing.
  2. F. Alizadeh, "Interior point methods in semidefinite programming with applications to combinatorial opti- mization," SIAM J. Optimization, 5 (1995), pp. 13-51.
  3. A. Ambainis, "Quantum lower bounds by quantum ar- guments," Proceedings of the 32nd Annual ACM Sym- posium on the Theory of Computing (STOC), pp. 636- 643, 2000.
  4. A. Ambainis, "Quantum lower bounds by quantum ar- guments," Journal of Computer and System Sciences, 64(2002), pp. 750-767.
  5. H. Barnum, M. E. Saks "A lower bound on the quantum query complexity of read-once functions," Electronic Colloquium on Computational Complexity (ECCC)(002): (2002)
  6. R. Beals, H. Buhrman, R. Cleve, M. Mosca, and R. de Wolf, "Quantum lower bounds by polynomi- als," Proc. 39th IEEE Symp. on Foundations of Comp. Sci.(FOCS), 1998, pp. 352-361.
  7. C. H. Bennett, G. Brassard, E. Bernstein, and U. Vazi- rani, "Strengths and weaknesses of quantum comput- ing," SIAM Journal on Computing, 26 (1997), pp. 1510-1523.
  8. M. Grötschel, L. Lovász and A. Schrijver, Geomet- ric Algorithms and Combinatorial Optimization Algo- rithms and Combinatorics 2, Springer-Verlag, Berlin, 1988.
  9. Lov Grover, "A fast quantum mechanical algorithm for database search," Proc. 28th ACM Symp. on Theory of Computing (STOC), 1998, pp. 212-219.
  10. L. Grover, "Quantum mechanics helps in searching for a needle in a haystack," Physical Review Letters, 79(1997) pp. 325-328.
  11. P. Hoyer, J. Neerbek, and Y.Shi, "Quantum bounds for ordered searching and sorting," Proc. 28th Int. Coll. on Automata Lang. and Prog. (ICALP), 2001, Lecture Notes in Computer Science, vol. 2076, Springer-Verlag, New York, pp. 346-357.
  12. P. Hoyer, J. Neerbek, Y. Shi, "Quantum Complexities of Ordered Searching, Sorting, and Element Distinct- ness" Algorithmica 34 (2002) pp. 429-448.
  13. A. Kitaev "Any quantum coin tossing protocol is sub- ject to same-sided bias", 2002, unpublished.
  14. H. Minc, Nonnegative Matrices, Wiley-Interscience, New York, 1988.
  15. A. Nayak, personal communication.
  16. M.A. Nielsen and I.L. Chuang, Quantum Computa- tion and Quantum Information Cambridge University Press, Cambridge, 2000.
  17. A. Peres, Quantum Theory: Concepts and Methods, Kluwer Academic, Dordrecht, 1993.
  18. R.T. Rockafeller, Convex Analysis, Princeton Univer- sity Press, Princeton, NJ, 1970.
  19. P. W. Shor, "Algorithms for quantum computation: discrete logarithms and factoring," Proc. 37th Ann. Symp. on the Foundations of Comp. Sci. (FOCS), 1994, pp. 56-65.
  20. P. W. Shor, "Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer," SIAM J. Comp. 26 (1997) pp. 1484-1509.