Paper Search Console

Home Search Page About Contact

Journal Title

Title of Journal: Quantum Inf Process

Search In Journal Title:

Abbravation: Quantum Information Processing

Search In Journal Abbravation:

Publisher

Springer US

Search In Publisher:

DOI

10.1016/0375-9474(67)90130-3

Search In DOI:

ISSN

1573-1332

Search In ISSN:
Search In Title Of Papers:

A quantum model for autonomous learning automata

Authors: Michael Siomau
Publish Date: 2014/01/09
Volume: 13, Issue: 5, Pages: 1211-1221
PDF Link

Abstract

The idea of information encoding on quantum bearers and its quantummechanical processing has revolutionized our world and brought mankind on the verge of enigmatic era of quantum technologies Inspired by this idea in present paper we search for advantages of quantum information processing in the field of machine learning Exploiting only basic properties of the Hilbert space superposition principle of quantum mechanics and quantum measurements we construct a quantum analog for Rosenblatt’s perceptron which is the simplest learning machine We demonstrate that the quantum perceptron is superior to its classical counterpart in learning capabilities In particular we show that the quantum perceptron is able to learn an arbitrary Boolean logical function perform the classification on previously unseen classes and even recognize the superpositions of learned classes—the task of high importance in applied medical engineering

Keywords:

References

.
Search In Abstract Of Papers:
Other Papers In This Journal:
  1. Nonlocality in pure and mixed n-qubit X states
  2. Super quantum discord for general two qubit X states
  3. Non-Markovian entanglement dynamics of two qubits interacting with a common electromagnetic field
  4. An ancilla-based quantum simulation framework for non-unitary matrices
  5. A new sure-success generalization of Grover iteration and its application to weight decision problem of Boolean functions
  6. Quantum Fisher information for moving three-level atom
  7. Monogamy of correlations versus monogamy of entanglement
  8. Quantum discord for the general two-qubit case
  9. A quantization procedure based on completely positive maps and Markov operators
  10. On conclusive eavesdropping and measures of mutual information in quantum key distribution
  11. The CGMV method for quantum walks
  12. Concurrence in the framework of coherent states
  13. Noncyclic geometric quantum computation and preservation of entanglement for a two-qubit Ising model
  14. Noise and the magic square game
  15. Geometry and dynamics of one-norm geometric quantum discord
  16. Nuclear polarization and entanglement in spin systems
  17. Controllability and Universal Three-qubit Quantum Computation with Trapped Electron States
  18. Quantum relative phase, m -tangle, and multi-local Lorentz-group invariant
  19. Perfect state transfer by means of discrete-time quantum walk on complete bipartite graphs
  20. Dynamics of one-dimensional tight-binding models with arbitrary time-dependent external homogeneous fields
  21. Classical–quantum arbitrarily varying wiretap channel: Ahlswede dichotomy, positivity, resources, super-activation
  22. Multi-party quatum private compariso protocol with $$$$-level etagled states
  23. Lower bound of quantum uncertainty from extractable classical information
  24. Quantum image encryption based on restricted geometric and color transformations
  25. Analysis and improvement of the watermark strategy for quantum images based on quantum Fourier transform
Search Result: