Inference about stationary distributions of Markov chains based on divergences with observed frequencies
Kybernetika, Tome 35 (1999) no. 3, p. [265].
Voir la notice de l'article dans Czech Digital Mathematics Library
For data generated by stationary Markov chains there are considered estimates of chain parameters minimizing $\phi $–divergences between theoretical and empirical distributions of states. Consistency and asymptotic normality are established and the asymptotic covariance matrices are evaluated. Testing of hypotheses about the stationary distributions based on $\phi $–divergences between the estimated and empirical distributions is considered as well. Asymptotic distributions of $\phi $–divergence test statistics are found, enabling to specify asymptotically $\alpha $-level tests.
Classification :
62E20, 62M02, 62M05
Mots-clés : $\phi$-divergence; empirical distributions; parameter estimation; hypotheses testing
Mots-clés : $\phi$-divergence; empirical distributions; parameter estimation; hypotheses testing
@article{KYB_1999__35_3_a0, author = {Men\'endez, Mar{\'\i}a Luisa and Morales, Domingo and Pardo, Leandro and Vajda, Igor}, title = {Inference about stationary distributions of {Markov} chains based on divergences with observed frequencies}, journal = {Kybernetika}, pages = {[265]}, publisher = {mathdoc}, volume = {35}, number = {3}, year = {1999}, mrnumber = {1704667}, zbl = {1274.62548}, language = {en}, url = {https://geodesic-test.mathdoc.fr/item/KYB_1999__35_3_a0/} }
TY - JOUR AU - Menéndez, María Luisa AU - Morales, Domingo AU - Pardo, Leandro AU - Vajda, Igor TI - Inference about stationary distributions of Markov chains based on divergences with observed frequencies JO - Kybernetika PY - 1999 SP - [265] VL - 35 IS - 3 PB - mathdoc UR - https://geodesic-test.mathdoc.fr/item/KYB_1999__35_3_a0/ LA - en ID - KYB_1999__35_3_a0 ER -
%0 Journal Article %A Menéndez, María Luisa %A Morales, Domingo %A Pardo, Leandro %A Vajda, Igor %T Inference about stationary distributions of Markov chains based on divergences with observed frequencies %J Kybernetika %D 1999 %P [265] %V 35 %N 3 %I mathdoc %U https://geodesic-test.mathdoc.fr/item/KYB_1999__35_3_a0/ %G en %F KYB_1999__35_3_a0
Menéndez, María Luisa; Morales, Domingo; Pardo, Leandro; Vajda, Igor. Inference about stationary distributions of Markov chains based on divergences with observed frequencies. Kybernetika, Tome 35 (1999) no. 3, p. [265]. https://geodesic-test.mathdoc.fr/item/KYB_1999__35_3_a0/