QUANTUM MATHEMATICAL STATISTICS
Quantum Mathematical Statistics (QMS)
studies the ways how a more complete knowledge of a quantum state
can be inferred from the results of measurements of quantum occurrences
(quantum measurement). Just as the classical mathematical statistics
gives the decision rules to finds the probabilities of commuting
events as a result of statistical hypothesis testing
or parameter estimation. Unlike the Quantum Probability Theory QMS
had not been developed at all until the end of 60's when Helstrom
showed how the problems of optimal testing
of two quantum statistical hypotheses and optimal estimation of a single unknown parameter
of a quantum state can be solved mathematically.
Holevo studied the mathematical aspects of the optimization problem for
quantum measurements and inferences in the beginning of 70's.
My own contribution was the the study of the optimal estimation problem for several
parameters of non-commuting quantum states [1, 2],
the solution of the quantum Bayesian problem for the
linear-Gaussian case by generalized Heisenberg inequality [3, 4],
the solution of the optimal multiple hypothesis
testing problem for several non-orthogonal quantum pure states [5-7],
right Cramer-Rao bound, uncertainty relation for shift parameter estimation,
the solution of the efficiency problem using symmetrical and right
quantum Cramer-Rao inequality [8],
and the recursive solution of the sequential
problem for quantum optimal estimation of Markov chains [9].
The extention and application of these methods to the noncommutative
problems of wave pattern recognition is discribed in the book [10].
My 10 Relevant Publications:
- V. P. Belavkin:
Optimal Estimation of Noncommutating Quantum Gaussian Variables
under the Sequential Inaccurate Measurement.
Radio Eng Electron Physics 17(12) 527--2532 (1972).
- V. P. Belavkin:
Linear Estimation of Non-commuting Observables by their Indirect
Measurement.
Radio Eng Electron Physics 17(12) 2533--2540 (1972).
- V. P. Belavkin and B. Grishanin:
Study of the Optimal Estimation Problem in Quantum Channels
by a Generalised Heisenberg Inequality Method.
Problems of Information Transmission 9(3) 44--52 (1973).
- V. P. Belavkin:
Optimal Observation of Boson Signals in Quantum Gaussian Channels.
Problems of Control and Information Theory 4 241--257 (1975).
- V. P. Belavkin:
Optimal Discrimination of Non-orthogonal Quantum Signals.
Radio Eng Electron Physics 20(6) 1177--1185 (1975).
- V. P. Belavkin:
Optimal Multiple Quantum Statistical Hypothesis Testing.
Stochastics 1 315--345 (1975).
- V. P. Belavkin:
Hypothesis Testing for Quantum Optical Fields.
Radio Eng Electron Physics 21(6) 95--104 (1976).
- V. P. Belavkin:
Generalized Heisenberg Uncertainty Relations and Efficient
Measurements in Quantum Systems.
Theoret Math Physics 3 316--329 (1976).
quant-ph/0412030,
PDF.
- V. P. Belavkin:
Optimal Quantum Filtration of Markovian Signals.
Problems of Control and Information Theory
7 (5) 345--360 (1978).
- V. P. Belavkin and V. Maslov:
Design of Optimal Dynamic Analyzer:
Mathematical Aspects of Wave Pattern Recognition.
In Mathematical Aspects of Computer Engineering, Ed V. Maslov,
146--237, Mir, Moscow, 1987.
quant-ph/0412031,
PDF.