Hostname: page-component-55f67697df-2z2hb Total loading time: 0 Render date: 2025-05-08T13:37:55.496Z Has data issue: false hasContentIssue false

On affine multicolor urns grown under multiple drawing

Published online by Cambridge University Press:  24 December 2024

Joshua Sparks*
Affiliation:
The George Washington University
Markus Kuba*
Affiliation:
FH Technikum Wien
Srinivasan Balaji*
Affiliation:
The George Washington University
Hosam Mahmoud*
Affiliation:
The George Washington University
*
* Postal address: Department of Statistics, Washington, D.C. 20052, USA
*** Postal address: Department of Applied Mathematics and Physics, Vienna, Austria. Email: [email protected]
* Postal address: Department of Statistics, Washington, D.C. 20052, USA
* Postal address: Department of Statistics, Washington, D.C. 20052, USA

Abstract

Early investigation of Pólya urns considered drawing balls one at a time. In the last two decades, several authors have considered multiple drawing in each step, but mostly for schemes involving two colors. In this manuscript, we consider multiple drawing from urns of balls of multiple colors, formulating asymptotic theory for specific urn classes and addressing more applications. The class we consider is affine and tenable, built around a ‘core’ square matrix. We examine cases where the urn is irreducible and demonstrate its relationship to matrix irreducibility for its core matrix, with examples provided. An index for the drawing schema is derived from the eigenvalues of the core. We identify three regimes: small, critical, and large index. In the small-index regime, we find an asymptotic Gaussian law. In the critical-index regime, we also find an asymptotic Gaussian law, albeit with a difference in the scale factor, which involves logarithmic terms. In both of these regimes, we have explicit forms for the structure of the mean and the covariance matrix of the composition vector (both exact and asymptotic). In all three regimes we have strong laws.

Type
Original Article
Copyright
© The Author(s), 2024. Published by Cambridge University Press on behalf of Applied Probability Trust

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Article purchase

Temporarily unavailable

References

Bailey, W. (1935). Generalised Hypergeometric Series. Cambridge University Press.Google Scholar
Bandyopadhyay, A. and Thacker, D. (2017). Pólya urn schemes with infinitely many colors. Bernoulli 23, 32433267.CrossRefGoogle Scholar
Bose, A., Dasgupta, A. and Maulik, K. (2009). Multicolor urn models with reducible replacement matrices. Bernoulli 15, 279295.CrossRefGoogle Scholar
Chauvin, B., Pouyanne, N. and Sahnoun, R. (2011). Limit distributions for large Pólya urns. Ann. Appl. Prob. 21, 132.CrossRefGoogle Scholar
Chen, M. and Kuba, M. (2013). On generalized Pólya urn models. J. Appl. Prob. 50, 11691186.CrossRefGoogle Scholar
Chen, M. and Wei, C. (2005). A new urn model. J. Appl. Prob. 42, 964976.CrossRefGoogle Scholar
Crimaldi, I., Louis, P. and Minelli, G. (2023). Statistical test for an urn model with random multidrawing and random addition. Stoch. Process. Appl. 158, 342360.CrossRefGoogle Scholar
Graham, R., Knuth, D. and Patashnik, O. (1989). Concrete Mathematics: A Foundation for Computer Science, 2nd edn. Addison-Wesley, Reading, MA.Google Scholar
Hall, P. and Heyde, C. (1980). Martingale Limit Theory and Its Application. Academic Press, Inc., New York.Google Scholar
Hill, B., Lane, D. and Sudderth, W. (1980). A strong law for some generalized urn processes. Ann. Prob. 8, 214226.CrossRefGoogle Scholar
Horn, R. and Johnson, C. (2013). Matrix Analysis, 2nd edn. Cambridge University Press.Google Scholar
Janson, S. (2004). Functional limit theorems for multitype branching processes and generalized Pólya urns. Stoch. Process. Appl. 110, 177245.CrossRefGoogle Scholar
Janson, S. (2019). Random replacements in Pólya urns with infinitely many colours. Electron. Commun. Prob. 24, 111.CrossRefGoogle Scholar
Janson, S. (2020). Mean and variance of balanced Pólya urns. Adv. Appl. Prob. 52, 12241248.CrossRefGoogle Scholar
Johnson, N. and Kotz, K. (1977). Urn Models and Their Applications: An Approach to Modern Discrete Probability Theory. John Wiley, New York.Google Scholar
Kendall, M., Stuart, A. and Ord, K. (1987). Advanced Theory of Statistics, Vol. I, Distribution Theory. Oxford University Press.Google Scholar
Knuth, D. (2005). The Art of Computer Programming, Vol. 4, Fascicle 2, Generating All Tuples and Permutations. Addison-Wesley, Upper Saddle River, NJ.Google Scholar
Konzem, S. and Mahmoud, H. (2016). Characterization and enumeration of certain classes of Pólya urns grown by drawing multisets of balls. Methodology Comput. Appl. Prob. 18, 359375.CrossRefGoogle Scholar
Kotz, S. and Balakrishnan, N. (1997). Advances in urn models during the past two decades. In Advances in Combinatorial Methods and Applications to Probability and Statistics, ed. N. Balakrishnan. Birkhäuser, Boston, MA, pp. 203–257.CrossRefGoogle Scholar
Kuba, M. (2016). Classification of urn models with multiple drawings. Preprint, arXiv:1612.04354 [math.PR].Google Scholar
Kuba, M. and Mahmoud, H. (2017). Two-color balanced affine urn models with multiple drawings. Adv. Appl. Math. 90, 126.CrossRefGoogle Scholar
Kuba, M., Mahmoud, H. and Panholzer, A. (2013). Analysis of a generalized Friedman’s urn with multiple drawings. Discrete Appl. Math. 161, 29682984.CrossRefGoogle Scholar
Lasmar, N., Mailler, C. and Selmi, O. (2018). Multiple drawing multi-colour urns by stochastic approximation. J. Appl. Prob. 55, 254281.CrossRefGoogle Scholar
Mahmoud, H. (2009). Pólya Urn Models. CRC Press, Boca Raton, FL.Google Scholar
Mahmoud, H. (2013). Drawing multisets of balls from tenable balanced linear urns. Prob. Eng. Inf. Sci. 27, 147162.CrossRefGoogle Scholar
Maki, D. and Thompson, M. (1973). Mathematical Models and Applications. Prentice-Hall, Hoboken, NJ.Google Scholar
Nomizu, K. (1979). Fundamentals of Linear Algebra, 2nd edn. Chelsea Publishing, New York.Google Scholar
Slutsky, E. (1925). Über stochastische Asymptoten und Grenzwerte. Metron 5, 389.Google Scholar
Sparks, J. (2023). Investigating multicolor affine urn models using multiple drawings. Dissertation, The George Washington University, Washington, DC.Google Scholar
Sparks, J., Balaji, S. and Mahmoud, H. (2022). The containment profile of hyperrecursive trees. J. Appl. Prob. 59, 278296.CrossRefGoogle Scholar