A Survey on Hidden Markov Model
- A Good Tutorial
- [A]
L.R. Rabiner
"A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition"
(30 pages)
A good examples (1) Simple "3-stste Markov model of whether" as observable Markov model;
(2) Coin toss model whichis either observable or hidden depending on scenario; and
(3) Urn and ball model as Hidden Markov model. (2) is described as
"Three possible Markov models which can account for the results of hidden coin
tossing experiments, i.e., 1-coin/2-coin/3-coin models"
- "Besides, because no one has ever
built a quantum computer, there is no way any direct comparison
can be made at this time. It is up to the reader to decide
which approach holds the most promise."
- "Almost twenty years ago Richard Feynman observed that
classical computers could not simulate certain quantum mechanical
effects such as entanglement [3]."
- [B]
"An Introduction to Quantum Computing for Non-Physicists"
(45 pages)
- The author of "Finding Solutions to NP Problems: Philosophical Differences Between Quantum
and Evolutionary Search Algorithms" claims the best tutorial among othres which were writtne
by physisits.
-
"Accessing the results is equivalent to making a measurement, which disturbs the quantum state."
-
"a register of n qubits can be in a superposition of all 2^n possible values."
-
"only one classical bit's worth of information can be extracted from a qubit."
-
"all quantum state transformations have to be reversible.
While the classical NOT gate is reversible, AND, OR and NAND gates are not.
Thus it is not obvious that quantum transformations can carry out all classical computations."
-
"Boyer et.al. [Boyer et al. 1996] provide a detailed analysis of the performance of Grover'
algorithm."
-
BOYER, M., BRASSARD, G., HOYER, P., AND TAPP, A. 1996. Tight bounds on quantum search. In
Proceedings of the Workshop on Physics of Computation: PhysComp '96 (Los Alamitos, CA, 1996).
Institute of Electrical and Electronic Engineers Computer Society Press. Preprint at
Los Alamos Physics reprint Archive, http://xxx.lanl.gov/abs/quant-ph/9605034. => OK
-
"Quantum error correction must reconstruct the exact encoded quantum state. Given the
impossibility of cloning or copying the quantum state, this reconstruction appears harder
than in the classical case. However, it turns out that classical techniques can be modified
to work for quantum systems."
-
"Decoherence, the distortion of the quantum state due
to interaction with the environment, is a key problem."
-
"ColinWilliams and Scott Clearwaterfs book Explorations in QuantumComputing [Williams
and Clearwater 1998] comes with software, in the form of Mathematica notebooks, that
simulates some quantum algorithms like Shor's algorithm"
- [C]
I. Carneiro, M. Loo, X. Xu, M. Girerd, V Kendon, and P. L. Knight (2005)
"Entanglement in coined quantum walks on regular graphs"
New Journal of Physics Vol. 7, pp 156--185
(29 pages)
- The author of "Finding Solutions to NP Problems: Philosophical Differences Between Quantum
and Evolutionary Search Algorithms" claims the best tutorial among othres which were writtne
by physisits.
-
"For an overview of the development of quantum walks for quantum computing, see
the recent reviews by Kempe [6] and Ambainis [7].
"
[6] Kempe J 2003 Contemp. Phys. 44 302.27 (Preprint quant-ph/0303081)
[7] Ambainis A 2003 Int. J. Quantum Inform. 1 507 (Preprint quant-ph/0403120)
-
"we address this issue by investigating the evolution of the quantum mechanical entanglement as
the quantum walk progresses."
-
"Since the range of higher-dimensional coin operators is too large for systematic numerical
study, for the remainder of this paper we concentrate on two natural choices" --- Grover's and DFT coins.
-
"The Grover operator was first introduced by Moore and Russell [25] in their study of quantumwalks on the hypercube."
[25] Moore C and Russell A 2002 Proc. 6th Int. Workshop on Randomization and Approximation Techniques in
Computer Science (RANDOM f02) ed J D P Rolim and S Vadhan (Berlin: Springer) pp 164.78 (Preprint
quant-ph/0104137)
- Approaches to A-Needle-in-a-Haystack
- Search a Needle in Conputer Science
Grover [D] above refered three papers writing
"Various important computer science problems can be represented in this form [D3] [D5] [D9]."
Then ...
- Can GP simulate Quantum Computation?
This might give us a good insight to a bridge between Quantum-computation and traditional one.
- [E]
L. Spector H. Barnum, H. J. Bernstein, and N. Swamy (1996)
"Finding a Better-than-Classical Quantum AND/OR Algorithm using Genetic Programming"
Proceedings, of the 1999 Conhgress on Evolutionary computation.
(8 pages)
-
"For those new to quantum computing Steane provides a good
overview [E7], Braunstein provides an accessible on-line tutorial
[E8], Williams and Clearwater provide a text with a CD
ROM containing Mathematica code for simulating quantum
computers [E9], and Milburn provides an introduction for the
general reader [E10]."
[E7] A. Steane, .Quantum computing,. Reports on
Progress in Physics, vol. 61, pp. 117.173, 1998,
http://xxx.lanl.gov/abs/quant-ph/9708022.
[E8] S. L. Braunstein, .Quantum computation: a tutorial,
. Available only electronically, on-line at
URL http ://chemphys.weizmann.ac.il/
~schmuel/comp/comp.html, 1995.
[E9] C. P.Williams and S. H. Clearwater, Explorations in Quantum
Computing, Springer-Verlag, TELOS, 1997.
[E10] G. J. Milburn, SchrNodingerfs Machines: The Quantum Technology
Reshaping Everyday Life, W. H. Freeman & Co., 1997.
-
"Because practical quantum computer hardware is not yet
available, we must test the tness of evolved quantum algorithms
using a quantum computer simulator that runs on
conventional computer hardware. This entails an exponential
slowdown, so we must be content to simulate relatively small
systems."
-
"The basic unit of information in a quantum computer is a
qubit, which is like a classical bit except that a qubit can exist
in a superposition of states and can become entangled with
other qubits.that is, its value can be linked to the values of
other qubits in non-classical ways."
-
"We will give a fuller
treatment of the quantum mechanics of these algorithms in a
future article."
(Now we can check what has happened via google search for example.)