Title:
|
An efficient estimator for Gibbs random fields (English) |
Author:
|
Janžura, Martin |
Language:
|
English |
Journal:
|
Kybernetika |
ISSN:
|
0023-5954 (print) |
ISSN:
|
1805-949X (online) |
Volume:
|
50 |
Issue:
|
6 |
Year:
|
2014 |
Pages:
|
883-895 |
Summary lang:
|
English |
. |
Category:
|
math |
. |
Summary:
|
An efficient estimator for the expectation $\int f \d P$ is constructed, where $P$ is a Gibbs random field, and $f$ is a local statistic, i. e. a functional depending on a finite number of coordinates. The estimator coincides with the empirical estimator under the conditions stated in Greenwood and Wefelmeyer [6], and covers the known special cases, namely the von Mises statistic for the i.i.d. underlying fields and the case of one-dimensional Markov chains. (English) |
Keyword:
|
Gibbs random field |
Keyword:
|
efficient estimator |
Keyword:
|
empirical estimator |
MSC:
|
62F12 |
MSC:
|
62M40 |
idZBL:
|
Zbl 06416865 |
idMR:
|
MR3301777 |
DOI:
|
10.14736/kyb-2014-6-0883 |
. |
Date available:
|
2015-01-13T09:48:30Z |
Last updated:
|
2016-01-03 |
Stable URL:
|
http://hdl.handle.net/10338.dmlcz/144114 |
. |
Reference:
|
[1] Bickel, P. J., Klaassen, C. A. J., Ritov, Y., Wellner, J. A.: Efficient and Adaptive Estimation for Semiparametric Models..Johns Hopkins University Press, Baltimore 1993. Zbl 0894.62005, MR 1245941 |
Reference:
|
[2] Dobrushin, R. L.: Prescribing a system of random variables by conditional distributions..Theor. Probab. Appl. 15 (1970), 458-486. Zbl 0264.60037, 10.1137/1115049 |
Reference:
|
[3] Dobrushin, R. L., Nahapetian, B. S.: Strong convexity of the pressure for lattice systems of classical physics (in Russian)..Teoret. Mat. Fiz. 20 (1974), 223-234. MR 0468967 |
Reference:
|
[4] Georgii, H. O.: Gibbs Measures and Phase Transitions..De Gruyter Studies in Mathematics 9, De Gruyter, Berlin 1988. Zbl 1225.60001, MR 0956646 |
Reference:
|
[5] Greenwood, P. E., Wefelmeyer, W.: Efficiency of empirical estimators for Markov Chains..Ann. Statist. 23 (1995), 132-143. Zbl 0822.62067, MR 1331660, 10.1214/aos/1176324459 |
Reference:
|
[6] Greenwood, P. E., Wefelmeyer, W.: Characterizing efficient empirical estimators for local interaction Gibbs fields..Stat. Inference Stoch. Process. 2 (1999), 119-134. Zbl 0961.62084, MR 1918878, 10.1023/A:1009993904851 |
Reference:
|
[7] Gross, K.: Absence of second-order phase transitions in the Dobrushin uniqueness region..J. Statist. Phys. 25 (1981), 57-72. MR 0610692, 10.1007/BF01008479 |
Reference:
|
[8] Hájek, J.: A characterization of limiting distributions of regular estimates..Wahrsch. Verw. Gebiete 14 (1970), 323-330. Zbl 0193.18001, MR 0283911, 10.1007/BF00533669 |
Reference:
|
[9] Janžura, M.: Statistical analysis of Gibbs random fields..In: Trans. 10th Prague Conference on Inform. Theory, Stat. Dec. Functions, Random Processes, Prague 1984, pp. 429-438. Zbl 0708.62092, MR 1136301 |
Reference:
|
[10] Janžura, M.: Local asymptotic normality for Gibbs random fields..In: Proc. Fourth Prague Symposium on Asymptotic Statistics (P. Mandl and M. Hušková, eds.), Charles University, Prague 1989, pp. 275-284. Zbl 0697.62091, MR 1051446 |
Reference:
|
[11] Janžura, M.: Asymptotic behaviour of the error probabilities in the pseudo-likelihood ratio test for Gibbs-Markov distributions..In: Prof. Asymptotic Statistics (P. Mandl and M. Hušková, eds.), Physica-Verlag, Heidelberg 1994, pp. 285-296. MR 1311947 |
Reference:
|
[12] Janžura, M.: Asymptotic results in parameter estimation for Gibbs random fields..Kybernetika 33 (1997), 2, 133-159. Zbl 0962.62092, MR 1454275 |
Reference:
|
[13] Janžura, M.: On the concept of the asymptotic Rényi distances for random fields..Kybernetika 35 (1999), 3, 353-366. Zbl 1274.62061, MR 1704671 |
Reference:
|
[14] Künsch, H.: Decay of correlations under Dobrushin's uniqueness condition and its applications..Comm. Math. Phys. 84 (1982), 207-222. MR 0661133, 10.1007/BF01208568 |
Reference:
|
[15] Younes, L.: Parameter inference for imperfectly observed Gibbsian fields..Probab. Theory Rel. Fields 82 (1989), 625-645. MR 1002904, 10.1007/BF00341287 |
. |