Abstract
SummaryWhen studying convergence of measures, an important issue is the choice of probability metric. We provide a summary and some new results concerning bounds among some important probability metrics/distances that are used by statisticians and probabilists. Knowledge of other metrics can provide a means of deriving bounds for another one in an applied problem. Considering other metrics can also provide alternate insights. We also give examples that show that rates of convergence can strongly depend on the metric chosen. Careful consideration is necessary when choosing a metric.
References
53
Referenced
652
10.1016/0196-8858(87)90006-6
10.1214/aop/1176992632
10.1002/9780470316870
{'key': 'e_1_2_1_5_1', 'volume-title': 'Mathematical Statistics', 'author': 'Borovkov A.A.', 'year': '1998'}
/ Mathematical Statistics by Borovkov A.A. (1998)10.1214/aop/1176992088
10.1002/0471200611
{'key': 'e_1_2_1_8_1', 'first-page': '299', 'article-title': 'Information type measures of difference of probability distributions and indirect observations.', 'volume': '2', 'author': 'Csiszar I.', 'year': '1967', 'journal-title': 'Studia Sci. Math. Hungar.'}
/ Studia Sci. Math. Hungar. / Information type measures of difference of probability distributions and indirect observations. by Csiszar I. (1967)10.1214/lnms/1215467407
/ Group Representations in Probability and Statistics by Diaconis P. (1988)10.1214/aoap/1034968224
10.1080/01621459.1982.10477893
10.1214/aoms/1177698137
{'key': 'e_1_2_1_13_1', 'volume-title': 'Real Analysis and Probability', 'author': 'Dudley R.M.', 'year': '1989'}
/ Real Analysis and Probability by Dudley R.M. (1989)- Gibbs A.L.(2000).Convergence of Markov Chain Monte Carlo Algorithms with Applications to Image Restoration PhD thesis University of Toronto.
10.1007/978-1-4899-4485-6
10.1214/aos/1024691462
- Hellinger E.(1907).Die Orthogonalinvarianten quadratischer Formen von unendlich vielen Variablen Dissertation Göttingen.
10.1002/0471725250
10.1007/978-1-4899-0027-2
10.1007/978-3-662-02514-7
10.2307/1969123
{'key': 'e_1_2_1_22_1', 'first-page': '83', 'article-title': 'Sulla determinazione empirica di una legge di distribuzione.', 'volume': '4', 'author': 'Kolmogorov A.N.', 'year': '1933', 'journal-title': "Giornale dell'Istituto Italiano degli Attuari"}
/ Giornale dell'Istituto Italiano degli Attuari / Sulla determinazione empirica di una legge di distribuzione. by Kolmogorov A.N. (1933){'key': 'e_1_2_1_23_1', 'volume-title': 'Pure and Applied Mathematics', 'author': 'Kuipers L.', 'year': '1974'}
/ Pure and Applied Mathematics by Kuipers L. (1974)10.1109/TIT.1967.1053968
10.1214/aoms/1177729694
10.1007/978-1-4684-0377-0
{'key': 'e_1_2_1_27_1', 'volume-title': 'Théorie Asymptotique de la Décision Statistique', 'author': 'LeCam L.M.', 'year': '1969'}
/ Théorie Asymptotique de la Décision Statistique by LeCam L.M. (1969)10.1007/978-1-4612-4946-7
{'key': 'e_1_2_1_29_1', 'volume-title': 'Testing Statistical Hypotheses', 'author': 'Lehmann E.L.', 'year': '1994'}
/ Testing Statistical Hypotheses by Lehmann E.L. (1994){'key': 'e_1_2_1_30_1', 'volume-title': 'Calcul des Probabilitiés', 'author': 'Lévy P.', 'year': '1925'}
/ Calcul des Probabilitiés by Lévy P. (1925){'key': 'e_1_2_1_31_1', 'volume-title': 'Convex Statistical Distances', 'author': 'Liese F.', 'year': '1987'}
/ Convex Statistical Distances by Liese F. (1987)10.1214/aos/1176325512
{'key': 'e_1_2_1_33_1', 'volume-title': 'Lectures on the Coupling Method', 'author': 'Lindvall T.', 'year': '1992'}
/ Lectures on the Coupling Method by Lindvall T. (1992)10.1137/1104028
{'key': 'e_1_2_1_35_1', 'volume-title': 'Stochastic Convergence', 'author': 'Lukacs E.', 'year': '1975'}
/ Stochastic Convergence by Lukacs E. (1975){'key': 'e_1_2_1_36_1', 'volume-title': 'Basic Concepts in Information Theory', 'author': 'Mathai A.M.', 'year': '1975'}
/ Basic Concepts in Information Theory by Mathai A.M. (1975)10.1017/CBO9780511526237
{'key': 'e_1_2_1_38_1', 'volume-title': 'Van Nostrand Reinhold Mathematical Studies', 'author': 'Orey S.', 'year': '1971'}
/ Van Nostrand Reinhold Mathematical Studies by Orey S. (1971){'key': 'e_1_2_1_39_1', 'volume-title': 'Sequences of Independent Random Variables', 'author': 'Petrov V.V.', 'year': '1995'}
/ Sequences of Independent Random Variables by Petrov V.V. (1995){'key': 'e_1_2_1_40_1', 'first-page': '177', 'article-title': 'Convergence of random processes and limit theorems in probability theory. Teor. Veroyatnost', 'volume': '1', 'author': 'Prokhorov Y.V.', 'year': '1956', 'journal-title': 'Primenen.'}
/ Primenen. / Convergence of random processes and limit theorems in probability theory. Teor. Veroyatnost by Prokhorov Y.V. (1956){'key': 'e_1_2_1_41_1', 'volume-title': 'Probability Metrics and the Stability of Stochastic Models', 'author': 'Rachev S.T.', 'year': '1991'}
/ Probability Metrics and the Stability of Stochastic Models by Rachev S.T. (1991)10.1007/978-1-4613-9620-8
10.1137/1037083
{'key': 'e_1_2_1_44_1', 'volume-title': 'Lecture Notes–Monograph Series', 'author': 'Rüschendorf L.', 'year': '1996'}
/ Lecture Notes–Monograph Series by Rüschendorf L. (1996)10.1002/j.1538-7305.1948.tb01338.x
10.1214/aoms/1177700153
- Su F.E.(1995).Methods for Quantifying Rates of Convergence for Random Walks on Groups PhD thesis Harvard University.
10.1090/S0002-9947-98-02152-7
{'issue': '2', 'key': 'e_1_2_1_49_1', 'first-page': '20', 'article-title': "Discrepancy convergence for the drunkard's walk on the sphere.", 'volume': '6', 'author': 'Su F.E.', 'year': '2001', 'journal-title': 'Electron. J. Probab.'}
/ Electron. J. Probab. / Discrepancy convergence for the drunkard's walk on the sphere. by Su F.E. (2001)10.1137/1127051
10.1214/aos/1176325750
{'key': 'e_1_2_1_52_1', 'first-page': '59', 'volume-title': 'Markov Chain Monte Carlo in Practice', 'author': 'Tierney L.', 'year': '1996'}
/ Markov Chain Monte Carlo in Practice by Tierney L. (1996)10.1017/CBO9780511813658
10.1137/1128025
Dates
Type | When |
---|---|
Created | 15 years ago (Aug. 17, 2010, 5:59 a.m.) |
Deposited | 1 year, 10 months ago (Oct. 7, 2023, midnight) |
Indexed | 13 hours, 25 minutes ago (Aug. 23, 2025, 9:37 p.m.) |
Issued | 22 years, 8 months ago (Dec. 1, 2002) |
Published | 22 years, 8 months ago (Dec. 1, 2002) |
Published Online | 18 years, 7 months ago (Jan. 15, 2007) |
Published Print | 22 years, 8 months ago (Dec. 1, 2002) |
@article{Gibbs_2002, title={On Choosing and Bounding Probability Metrics}, volume={70}, ISSN={1751-5823}, url={http://dx.doi.org/10.1111/j.1751-5823.2002.tb00178.x}, DOI={10.1111/j.1751-5823.2002.tb00178.x}, number={3}, journal={International Statistical Review}, publisher={Wiley}, author={Gibbs, Alison L. and Su, Francis Edward}, year={2002}, month=dec, pages={419–435} }